What constitutes an efficient reference frame for vision?

Size: px
Start display at page:

Download "What constitutes an efficient reference frame for vision?"

Transcription

1 Wht constitutes n efficient reference frme for vision? Duje Tdin, Joseph S. Lppin, Rndolph Blke nd Emily D. Grossmn Vnderilt Vision Reserch Center, 30 Wilson Hll, Vnderilt University, 2 st Avenue South, Nshville, Tennessee 37203, USA Correspondence should e ddressed to D.T. (duje.tdin@vnderilt.edu) Pulished online: 3 Septemer 2002, doi:0.038/nn94 Vision requires reference frme. To wht extent does this reference frme depend on the structure of the visul input, rther thn just on retinl lndmrks? This question is prticulrly relevnt to the perception of dynmic scenes, when keeping trck of externl motion reltive to the retin is difficult. We tested humn sujects ility to discriminte the motion nd temporl coherence of chnging elements tht were emedded in glol ptterns nd whose perceptul orgniztion ws mnipulted in wy tht cused only minor chnges to the retinl imge. Coherence discrimintions were lwys etter when locl elements were perceived to e orgnized s glol moving form thn when they were perceived to e unorgnized, individully moving entities. Our results indicte tht perceived form influences the neurl representtion of its component fetures, nd from this, we propose new method for studying perceptul orgniztion. According to the lws of physics, the position nd motion of n oject cn only e defined reltive to some reference frme. Neurl representtions of visul position nd motion must ide y the sme principles s physicl motion, ut wht is the nture of the reference frme in which the visul system ttins efficient representtion of position nd motion? The nervous system receives visul informtion in retinocentric coordintes; then this informtion is trnsformed into hed-centered coordintes for stle perception during eye movements nd into ody-centered reference frme to link perception nd ction 3. Depending on the reference frme, neurl representtions of motion cn e more or less ccurte (veridicl with respect to the physicl world) nd more or less efficient (computtionlly complex). Anlogously, plnetry motions re oth more ccurte nd more efficient when represented in heliocentric, rther thn geocentric, reference frme. Retinl coordintes, long with eye-position correction, re often ssumed to e the primry reference frme for neurl representtions of position nd motion. The sptil lyout of photoreceptors in the retin is replicted throughout the ntomicl hierrchy of visul res s retinotopiclly orgnized mps 4. This retinotopic orgniztion preserves the originl retinl coordintes, which could serve s the reference frme for encoding the motion nd position of ojects. In the humn visul system, however, the motion of n oject on the retin does not necessrily imply tht the oject itself is moving, ecuse our eyes re lso usully moving. An ccurte retinlly sed representtion would require precise nd continuously updted extr-retinl compenstion for chnges in eye nd hed position. Vision is known to exploit informtion in extr-retinl reference signls to compenste for displcements of the retinl imge 5 8, ut the ccurcy of this compenstion is detle 9. Even if the extr-retinl compenstion for chnges in eye position is precise, the motions of visul forms nd their component fetures often remin complex; this is prolem for oth eye-centered nd hed-centered representtions. The visul world is dynmic. Sptilly seprte moving fetures, such s the rms nd legs of n niml, often elong to the sme visul form nd my even hve different trjectories. Individul spots on leoprd s skin will hve diverse motion trjectories, which my e very different from the motion of the glol form (the whole leoprd). The motion of ech spot in the retinl reference frme is rther complex nd mounts to the vector sum of the oserver s motion (eye nd ody), leoprd motion nd spot motion. In contrst, if the motion of spot is visully represented reltive to the leoprd s form, its motion ecomes simpler. Such representtion my result in more ccurte perception of visul reltionships mong locl moving fetures (spots), nd culminte in more efficient perception of the glol moving form (leoprd). The motion nd position of feture my e encoded nd represented in reltion to other sttionry or moving ojects 0 2, therey simplifying tht feture s visul representtion. By definition, this reference frme is non-retinl; it is dynmic nd must e continuously updted y new visul input. To wht extent do visul reference frmes depend on the structure of visul input, not just locl retinl coordintes? Cn vision ypss or supplement the computtionl difficulties ssocited with retinl reference frme y encoding position nd motion reltive to perceived forms? This question is especilly relevnt for perceiving dynmic scenes nd for ctively exploring one s environment when the reference frmes defined y visul input move reltive to the retin. To determine whether visul informtion is encoded more efficiently when form informtion is ville, we mnipulted the recognizility of motion-defined form while minimizing chnges in the retinl imge. We modified two well-known protocols: iologicl motion ( iomotion ) 3 nd trnslting pentgon seen through n perture msk (dpted from ref. 4). These were chosen ecuse simple mnipultions up/down inversion of iomotion nd msking of pentgon 00 nture neuroscience volume 5 no 0 octoer 2002

2 trnsform these perceptully structured moving forms into conglomertions of unorgnized elements. Humn form in motion is redily perceived from point-light nimtions composed of only 2 points on mjor joints of the ody 3. If the point-light nimtion is inverted, humn form is no longer perceived lthough the nimtion retins its originl sptiotemporl structure 5,6. In msked pentgon displys, the sides of pentgon re seen through five tht occlude its vertices, while the pentgon is trnslting long circulr pth. As consequence of the perture prolem 7,8, the motions of individul line segments re inherently miguous, ut oservers integrte the motion signls cross line segments nd rigidly trnslting form is redily perceived 4. If the re invisile, oservers perceive only the motions of individul line segments with no pprent glol structure. Both point-light wlker (PLW) nd msked pentgon (MP) nimtions were modified for this study. PLW nimtions were mended y plcing smll Gor ptches on the mjor joints of humn wlker (Fig. ). Oservers discriminted motion coherence of Gor ptches tht oscillted (Fig. ) either coherently in phse or with some phse difference. These Gor ptches were plced on either upright or inverted PLWs. In nlogous experiments, oservers judged the coherence of counterphsing lck/white disks nd rottionlly oscillting windmills (Fig. c). In MP nimtions, the pentgon ws presented ehind five nd trnslted long circulr pth. Ech pentgon side ws defined y n oscillting grting oriented prllel to the side (Fig. 2). Oservers discriminted motion coherence of the five grtings. In seprte conditions, the pentgon were either visile (coherent form perceived, Fig. 2) or invisile (no form perceived, Fig. 2). In ll experiments, glol form (or its sence) ws, in principle, irrelevnt for the coherence discrimintion tsk. We mnipulted the slience of motion-defined form in PLW nd MP nimtions while mking only miniml chnges reltive to the retinl reference frme. Crucilly, context ws lwys irrelevnt for performing the tsks. If reltive positions nd motions of individul elements in perceptully structured displys (upright PLW nd MP with visile ) re more efficiently encoded ecuse of the vilility of form informtion, perception of sptiotemporl reltionships mong individul elements should e fcilitted. We found tht cross ll displys nd tsks, coherence discrimintions were more c Fig.. Point-light wlker nimtions. () Six frmes illustrting the 60-frme point-light wlker (PLW) nimtion defined y Gor ptches. Animtion durtion ws.4 s. Ech frme in isoltion ppers s rndom pttern of Gor ptches, ut when the nimtion is set into motion, humn form is redily perceived. Sequentilly shifting the gze from frme to frme my give wek impression of iologicl motion. In ctul experiments, however, oservers did not visully pursue the PLW, ut fixted t the fixtion cross in the center of the screen. () Eight frmes showing full cycle of 2-Hz oscilltory motion of the grting within the Gor ptch tht defines the shoulder of the PLW. The first frme corresponds to the outlined region in pnel (). Arrows indicte motion direction nd speed of the grting. Note tht the position of the entire Gor ptch chnges from frme to frme. The mgnitude of this position chnge depends on the Gor loction, with the wrist Gors undergoing the lrgest position chnges. (c) First frmes from iologicl motion nimtions defined y counterphsing lck/white disks (left) nd rottionlly oscillting windmills (right, illustrting the inverted condition). ccurte when the stimulus ws perceptully structured, defining glol moving form. RESULTS Biologicl motion In series of conditions, we estimted oservers ility to discriminte perceptul coherence of vrious dynmic elements tht defined either upright or inverted PLW nimtions (Methods nd Fig. ). For ll tsks nd ll oservers, perceptul coherence judgments were more ccurte (thresholds 6% lower) when the locl fetures (Gors, disks or windmills) defined n upright PLW (Fig. 3 e). The criticl difference etween the two conditions ws tht well-orgnized glol form is perceived in the upright, ut not the inverted, PLW condition 5,6. Fig. 2. Trnslting pentgon nimtions. () A trnslting pentgon ws presented ehind five (dshed outline is for illustrtion only). The pentgon trnslted clockwise long the circulr pth (s illustrted y the schemtic in the ottom right corner). The circle inside the pentgon represents the pth tken. The rrow on the circle mrks the current position long the pth nd the direction of trnsltion. The motion of the pentgon results in the ck nd forth motion of the line segments within. Arrows mrk the loctions where the line segments would shift s the pentgon moves from the 3 o clock to the 6 o clock position. Note tht direction nd speed vry mong different line segments, s depicted y the vrile lengths of the rrows. When the were visile (s shown), oservers perceived trnslting pentgon shpe. Independent of the pentgon trnsltion, five grtings oscillted either coherently or incoherently within the limits of pentgon sides. () Sme disply except tht the luminnce of the perture msk is the sme s the ckground, rendering the invisile. In this condition, oservers sw only ck nd forth motion of the line segments, with no glol form informtion. nture neuroscience volume 5 no 0 octoer

3 Oservers mde perceptul coherence judgments out chnging locl fetures tht were moving long complex trjectories produced y the PLW nimtions. (Imgine compring severl similr ojects while your friend is juggling them.) In the inverted PLW condition, feture trjectories pper glolly unstructured. In upright PLW conditions, the motions of locl fetures re prt of the recognizle glol form moving cross the screen. If these motions re represented reltive to the moving humn form, trjectories of locl fetures pper relted to ech other in perceptully meningful wy. Evidently, the presence of glol moving form fcilittes performnce y providing reference frme in which perceptul coherence judgments re esier. Inversion preserves reltive, ut not solute, position nd motion of locl elements comprising PLW nimtions (Fig. c). To verify tht our results were indeed due to differences in perceived form, we crried out nother version of the initil experiment: oservers discriminted motion coherence of oscillting Gor ptches emedded in sttionry ptterns tht were selected from PLW nimtions. On ech tril, Gor ptch positions were ssigned on the sis of single frme tht ws rndomly selected from upright or inverted PLW nimtion sequences (for exmple, the third frme from Fig. ). In these displys, the differences in solute positions of locl elements comprising upright nd inverted PLWs re retined, ut there is no difference in perceived form oth upright nd inverted displys look like rndomly positioned oscillting Gor ptches. Other methods were the sme s efore. Differences in solute position did not ffect performnce (Fig. 3f). We set up control experiment to ddress the possiility tht the presence of iologicl form my increse ttentionl enggement 9,20 ecuse upright PLW nimtions re rguly more interesting thn inverted PLWs. This could conceivly result in etter performnce. In the control study, oservers simply detected the rottion of windmills emedded in either upright or inverted PLW nimtions. Windmills were either sttionry or oscillted t 2.4 Hz. The threshold mplitude of oscilltion ws estimted for inverted PLW nd upright PLW conditions. Other methods were the sme s efore. Unlike the previous tsks, this detection tsk did not require ny perceptul comprisons mong multiple fetures. Scrutiny of just one feture (for exmple, windmill plced on the hip of PLW) would suffice. Therefore, the reference frme provided y the upright PLW ws less importnt, ut ny ttentionl enefits of iologicl motion should hve remined. There ws no difference, however, etween upright nd inverted PLW conditions (Fig. 4). Biologicl motion ws used in this study to mnipulte the slience of perceived form while minimizing chnges in the retinl imge. Next, we used very different visul displys to investigte whether this result generlizes to other motion-defined forms. Gor Blck & white disks c Threshold phse rnge CF Gor B & W Windmills MG d e f Gor indmills Windmills Sttionry PLWs Upright Inverted CF MG Gor Fig. 3. Results from PLW experiments. ( c) Psychometric functions for upright nd inverted PLW conditions for oserver oscillting Gor ptches (), counterphsing lck/white disks (), nd rottionlly oscillting windmills (c). Verticl error rs show s.e.m. for ech dt point. Horizontl error rs (plced on the 82% point on the psychometric functions) show 95% confidence intervls round threshold estimtes. (d, e) Phse rnge thresholds (82% correct) for two other oservers. Thresholds lrger thn indicte tht oservers ccurcy ws elow the 82% criterion t the mximum possile phse rnge (360 ). Error rs show 95% confidence intervls round threshold estimtes. (f) Phse rnge thresholds for oscillting Gor ptches emedded in sttionry PLW displys for two oservers. Note the reduced rnge of the y-xis, indicting tht the thresholds were significntly lower when the Gor ptches were emedded in sttionry pttern. Error rs follow the sme convention s (d) nd (e). Msked pentgon Results with PLWs were extended y estimting oservers ility to perceive motion coherence of five oscillting grtings, ech locted t side of trnslting pentgon. The pentgon ws presented ehind either visile or invisile (Methods nd Fig. 2). In similr displys (typiclly dimond), the visiility of determines whether or not rigid form is perceived 4. We used pentgon shpe insted of dimond ecuse the opposing prllel sides of dimond re lwys pirwise-rigid. When viewed through, the sides of trnslting pentgon (nd ny other geometric shpe without prllel sides) never move rigidly, therey potentilly enhncing the perceived disorgniztion when re invisile. Motion coherence judgments were much etter when the were visile nd rigid glol form ws perceived (Fig. 5 nd ). At the phse rnge where performnce in the condition with visile ws lmost perfect, performnce with invisile ws ner chnce. This result corresponded with perceptul shift: when the were visile, oservers reported seeing rigid form trnslting ehind the perture msk, nd when the were invisile, they sw disorgnized motions of five line segments moving ck nd forth. The differences in mgnitude of the oserved effects in PLW (Fig. 3 e) nd MP (Fig. 5 nd ) experiments my e due, in prt, to the differences in the extent to which perceptul orgniztion ws mnipulted in ech experiment. In MP nimtions, the contrst ws etween rigid moving oject (pentgon) nd five disorgnized line segments moving non-rigidly. In PLW nimtions, the contrst ws etween non-rigid ut perceptully well-orgnized humn wlker nd n eqully non-rigid ut perceptully disorgnized inverted wlker. The inverted PLW ws not Threshold phse rnge 02 nture neuroscience volume 5 no 0 octoer 2002

4 Oscilltion mplitude (rcmin) perceived s recognizle form, ut it ws fr from eing completely rndom. Some of its locl components re pirwise-rigid (for exmple, nkle nd knee elements), providing some structure. One oserver descried inverted PLWs s four grvity-defying pendulums. The presence of some structure in inverted PLWs my e responsile for the lrger effect seen with MP nimtions. Although we ttempted to minimize chnges in the retinl reference frme for these experiments, retinl imges for the two conditions were not identicl. Sheer presence of the lrge perture msk in one condition might conceivly fcilitte performnce. To ddress this possiility, we repeted the experiment with displys in which the pentgon ws sttionry (the rdius of trnsltion ws zero). In these displys, conditions with nd without visile do not differ in how structured or disorgnized they ppered. The presence of the perture msk did not ffect performnce (Fig. 5c nd d), nd thus cnnot explin the results tht we ttriuted to the visiility of form. DISCUSSION We developed novel stimuli to mnipulte the slience of the form-defined frme of reference while minimizing chnges of the retinl imge. Our results strongly indicte tht when perceptully orgnized reference frme is ville, the reltionships mong moving fetures re represented more ccurtely. The specific mechnisms underlying this process re not yet evident, ut, intuitively, the vilility of form my llow for more efficient encoding of reltive position nd motion. Perceptully orgnized form provides well-structured reference frme which my promote perceptully meningful representtion of the incoming visul input. This is nlogous to elortion effects in humn memory: mteril is etter rememered when it is encoded in meningful context 2. The present finding is consistent with other psychophysicl results showing tht motion perception often depends on the visul context For exmple, the motion ftereffect is mrkedly reduced if the motion is presented lone, in the sence of ny externl reference frme 22, nd enhnced if the ckground is moving in the opposite direction from the dpted motion 26. The presence of form tht might serve s reference frme in such experiments is confounded, however, y sustntil chnges in the retinl imge (for exmple, the presence of conspicuous ckground versus lnk ckground). The unique dvntge of our pproch is tht it minimizes this confound nd llows us Fig. 5. Results from MP experiments. Psychometric functions for visile nd invisile perture conditions in motion coherence tsk for oservers DT nd EG in the trnslting (, ) nd sttionry (c, d) pentgon experiments. Note the reduced rnge of the x-xis in (c) nd (d), indicting tht when the pentgon ws sttionry, motion coherence thresholds were significntly reduced. Verticl nd horizontl error rs follow the sme convention s Fig. 3. CF MG Threshold oscilltion mplitude (rcmin) Fig. 4. Results from the motion detection tsk. () Psychometric functions for upright nd inverted PLW conditions for oserver. () Oscilltion mplitude thresholds (82% correct) for two other oservers. Verticl nd horizontl error rs follow the sme convention s Fig. 3. to drw conclusions out the effects of form lone on visul motion representtions. We used two clsses of displys whose perceptul orgniztion is well-studied nd esily mnipulted. In prctice, perceptul orgniztion of moving ptterns is difficult prolem. Our finding tht motion coherence thresholds re reduced when the visul context is perceptully well-orgnized moving pttern (such s upright PLW) provides generl method for ssessing the strength of perceptul orgniztion. Specificlly, if n experimentl mnipultion of the moving pttern results in reduction of the coherence thresholds, it my e possile to conclude tht perceptul orgniztion of the moving pttern hs improved. The oservtion tht lrger effects were mesured with MP nimtions whose perceptul orgniztion differed more profoundly etween conditions suggests tht this method is sensitive to the grded disruption of perceptul orgniztion. We found tht the vilility of motion-defined form oosts performnce in low-level visul tsks. This requires tht form informtion must e ville t or efore the neurl stge(s) where motion coherence nd temporl coherence re processed. Evidence indictes tht middle temporl visul re (MT or V5) is the neurl locus of motion coherence perception 29,30, wheres perception of temporl coherence is generlly thought to e n erlier step in visul processing 3. The present results imply tht the neurl representtion in such erly visul res is influenced y the vilility of form. Results from recent psychophysicl nd physiologicl 35 studies re consistent with n erly influence of form in vision. Our results introduce potentilly importnt function of this erly influence: to provide frme of reference for more ccurte representtion of the visul input. Collectively, our results indicte tht form hs n erly influence in visul processing, resulting in more ccurte representtion of its component fetures. Our finding does not c DT DT Trnslting pentgon Sttionry pentgon d Visile Invisile Visile Invisile EG EG nture neuroscience volume 5 no 0 octoer

5 imply tht the visul system ignores the retinl reference frme. Indeed, retinl representtion with extr-retinl compenstion is crucil for estimtion of heding nd visully guided movement 6. Evidently, when form-defined reference frme is ville, vision is cple of exploiting the dditionl enefits it provides. These enefits my e gretest while viewing dynmic scenes (s in our displys) or during ctive explortion of the environment. In such cses, keeping trck of motions nd positions reltive to the retin is difficult, nd potentil gins from representing t lest some of the fetures reltive to visul forms re the gretest. Similr ides of multiple representtions hve een dvnced to descrie how the nervous system trnsforms sensory input into representtion used y the motor system,36,37. The two clsses of displys tht we used here re remrkle exmples of form-from-motion. Motion, however, is just one of severl wys in which form cn e defined y the visul system. Luminnce, color, texture nd stereo cues lso contriute significntly to our perception of form 38. We hve focused on moving forms ecuse they re more difficult to represent within the retinl reference frme. Representing sttionry ojects within retinl coordintes is computtionlly simpler (prticulrly in sence of eye movements), nd thus potentil enefits of form-defined reference frmes my e less importnt. Indeed, our control experiments with sttionry ptterns show highest performnce, with thresholds out hlf of those for trnslting pentgon seen through visile (compre Fig. 5 nd with Fig. 5c nd d). It is ltogether possile tht the present results will generlize to other types of form cues, ut we speculte tht the effects my e smller thn those otined with motion-defined form. Humn vision hs evolved into flexile neurl system tht mkes use of diverse sources of informtion. One of these sources is the structure of the visul stimulus itself 0, which my e exploited y the nervous system to otin n ccurte nd efficient representtion of the visul environment. The results presented here show tht the visul system tkes dvntge of the structure of its input to more efficiently represent reltive positions nd motions. METHODS Stimulus ptterns were creted with the Psychophysics Toolox 39,40 on n Apple Mcintosh G4 computer (Cuppertino, Cliforni). Ptterns were displyed on linerized monitor t 85 Hz. Viewing ws inoculr nd conducted in photopic mient illumintion (4.8 cd/m 2 ). Bckground luminnce ws 6 cd/m 2. Thresholds were estimted y the method of constnt stimuli. A session comprised 200 trils, with five conveniently chosen stimulus levels. Three or four sessions were run for ech condition nd 82% thresholds were estimted y fitting Weiull distriution 4 to the dt. Confidence intervls (95%) round threshold estimtes were determined using ootstrp procedure 42,43. Trils were self-pced, nd feedck ws provided for correct responses. Three nïve, pid nd well-prcticed oservers prticipted in the PLW experiments. Two uthors were oservers for the MP experiments. All experiments complied with Vnderilt University Institutionl Review Bord procedures, nd ll oservers gve informed consent. Biologicl motion. Biologicl motion displys were creted y plcing ten Gor ptches (σ = 5 rcmin; 4 cycles/, 92% contrst) on the mjor joints of humn point-light wlker (Fig. ). Ech Gor ptch consisted of moving sine grting windowed y sttionry Gussin envelope. All Gor ptches hd the sme orienttion, which ws rndomly selected on ech tril. Gor ptches (grtings therein) oscillted sinusoidlly (2 Hz, mplitude 80, strting sptil phse rndomized), either coherently or with some phse difference. The oserver s tsk ws to report if the Gor ptches oscillted coherently or incoherently. The tsk difficulty ws controlled y djusting the rnge of possile phses from which in incoherent trils the oscilltion phse for ech Gor ws rndomly selected. When the phse rnge is sufficiently nrrow, incoherently oscillting Gor ptches pper to move coherently. Before thresholds could e estimted, phse rnge vlues were trnsformed to correct for the fct tht the verge phse difference etween Gor ptches increses non-linerly for phse rnges etween 80 nd 360 (see Supplementry Methods nd Supplementry Fig. online). As Gor ptches were plced on the joints of PLW, the position of ech Gor ptch chnged every 70 ms ( 4 Hz). This chnge of position ws independent of the 2-Hz Gor ptch oscilltion (smpled t 42.5 Hz) nd irrelevnt for the tsk. Ech tril lsted.4 s, during which the PLW wlked for 2 (.4 /s). The PLW strted t eccentricity on either side of fixtion nd wlked through the fove. At this speed, the PLW ( 3.8 tll) ppered to wlk nturlly. Trils of inverted PLWs were intermixed with upright PLW trils. In inverted PLW trils, oservers generlly perceived disorgnized motion of independent fetures without ny glol structure, consistent with previous oservtions 5,6. During the nlysis, the trils with upright nd inverted PLWs were seprted nd psychometric function ws estimted for ech condition. In n nlogous experiment, lck/white disks (rdius 8 rcmin) were plced on the joints of inverted nd upright PLWs (Fig. c). On the first frme, the top nd ottom hlves of ech disk were either lck nd white or white nd lck, rndomly ssigned. The polrity of the disks ws reversed t 2 Hz, either coherently or incoherently. In coherent trils, ll disks switched polrity synchronously (with the first switch occurring within the first 500 ms), wheres in incoherent trils, the switching occurred within certin phse rnge. The oservers tsk ws to mke judgments out the temporl coherence 3,44 of counterphsing lck/white disks. In the third experiment, oservers discriminted the perceptul coherence of rottionlly oscillting windmills (rdil grtings) emedded in PLW nimtions (Fig. c). Windmills (rdius 9 rcmin, 92% contrst) rotted sinusoidlly (2.4 Hz, mplitude 80, strting sptil phse rndomized) either coherently or incoherently with oscilltion phses rndomly selected from rnge of phse lgs. The rottion direction of ech windmill ws rndomly ssigned every tril, so windmills prcticlly never rotted in the sme direction. In coherent trils, windmills switched direction synchronously, ut lso hd identicl ngulr speed t ny point in time (ut not identicl velocity, s oscilltion directions were rndom). Msked pentgon. In MP displys (Fig. 2), n outline of n equilterl pentgon (side length 40 rcmin, side width 40 rcmin) ws presented ehind five rectngulr. The pentgon trnslted long circulr pth (rdius 6 rcmin, 2.4 rev/s) for 470 ms. Apertures were fixed in loction nd plced so tht pentgon vertices were lwys occluded. The foreground of the perture msk hd luminnce tht ws either identicl to the ckground, rendering the invisile (Fig. 2), or.5 cd/m 2 lighter thn the ckground, resulting in visile (Fig. 2). Ech pentgon side ws defined y sine grting (3.5 cycles/, 46% contrst) oriented prllel to the side. Within the limits of the pentgon orders, grtings oscillted sinusoidlly either coherently or incoherently with some phse difference (2.Hz, mplitude 80, strting sptil phse rndomized). These oscilltions were independent of the line segment motion resulting from pentgon trnsltion. As efore, tsk difficulty ws controlled y djusting the phse rnge from which oscilltion phses were selected in incoherent trils. In single tril, incoherent nd coherent displys were presented in seprte temporl intervls nd oservers identified the intervl in which the five grtings oscillted coherently (temporl 2AFC tsk with n interstimulus intervl of 470 ms). Trils with visile nd invisile were intermixed, nd fter the experiment, psychometric function ws estimted for ech condition seprtely. 04 nture neuroscience volume 5 no 0 octoer 2002

6 Note: Supplementry informtion is ville on the Nture Neuroscience wesite. Acknowledgments This work ws supported y EY07760 to R.B., P30-EY0826 nd T32-EY0735. We thnk C. Freid, M. Gumin nd B. Froelke for help with dt collection, nd M. Shiffrr nd G. Logn for helpful suggestions. Competing interests sttement The uthors declre tht they hve no competing finncil interests. RECEIVED 8 APRIL; ACCEPTED 6 AUGUST Boussoud, D. & Bremmer, F. Gze effects in the cererl cortex: reference frmes for spce coding nd ction. Exp. Brin Res. 28, (999). 2. Buneo, C. A., Jrvis, M. R., Btist, A. P. & Andersen, R. A. Direct visuomotor trnsformtions for reching. Nture 46, (2002). 3. Soechting, J. F. & Flnders, M. Moving in three-dimensionl spce: frmes of reference, vectors, nd coordinte systems. Annu. Rev. Neurosci. 5, 67 9 (992). 4. Fellemn, D. J. & Vn Essen, D. C. Distriuted hierrchicl processing in the primte cererl cortex. Cere. Cortex, 47 (99). 5. Brdley, D. C., Mxwell, M., Andersen, R. A., Bnks, M. S. & Shenoy, K. V. Mechnisms of heding perception in primte visul cortex. Science 273, (996). 6. Crowell, J. A., Bnks, M. S., Shenoy, K. V. & Andersen, R. A. Visul selfmotion perception during hed turns. Nt. Neurosci., (998). 7. Hrmeier, T., Thier, P., Repnow, M. & Petersen, D. Flse perception of motion in ptient who cnnot compenste for eye movements. Nture 389, (997). 8. Hrmeier, T., Bunjes, F., Lindner, A., Berret, E. & Thier, P. Optimizing visul motion perception during eye movements. Neuron 32, (200). 9. Turno, K. A. & Heidenreich, S. M. Eye movements ffect the perceived speed of visul motion. Vision Res. 39, (999). 0. Gison, J. J. The Perception of the Visul World (Houghton Mifflin, Boston, 950).. Johnsson, G. in Perceiving Events nd Ojects (eds. Jnsson, G., Bergstrom, S. S. & Epstein, W.) (Lwrence Erlum, Hillsdle, New Jersey, 994). 2. Wde, N. J. & Swnston, M. T. A generl model for the perception of spce nd motion. Perception 25, (996). 3. Johnsson, G. Visul perception of iologicl motion nd model for its nlysis. Percept. Psychophys. 4, 20 2 (973). 4. Lorenceu, J. & Shiffrr, M. The influence of termintors on motion integrtion cross spce. Vision Res. 32, (992). 5. Fox, R. & McDniel, C. The perception of iologicl motion y humn infnts. Science 28, (982). 6. Pvlov, M. & Sokolov, A. Orienttion specificity in iologicl motion perception. Percept. Psychophys. 62, (2000). 7. Mrr, D. & Ullmn, S. Directionl selectivity nd its use in erly visul processing. Proc. R. Soc. Lond. B Biol. Sci. 2, (98). 8. Morgn, M. J., Findly, J. M. & Wtt, R. J. Aperture viewing: review nd synthesis. Q. J. Exp. Psychol. 34A, (982). 9. Cvngh, P., Linc, A. T. & Thornton, I. M. Attention-sed visul routines: sprites. Cognition 80, (200). 20. Vin, L. M., Solomon, J., Chowdhury, S., Sinh, P. & Belliveu, J. W. Functionl neurontomy of iologicl motion perception in humns. Proc. Ntl. Acd. Sci. USA 98, (200). 2. Crik, F. I. M. & Tulving, E. Depth of processing nd the retention of words in episodic memory. J. Exp. Psychol. Gen. 04, (975). 22. Dy, R. H. & Strelow, E. Reduction or disppernce of visul fter effect of movement in the sence of ptterned surround. Nture 230, (97). 23. Lppin, J. S. & Crft, W. D. Foundtions of sptil vision: from retinl imges to perceived shpes. Psychol. Rev. 07, 6 38 (2000). 24. Lppin, J. S., Donnelly, M. P. & Kojim, H. Coherence of erly motion signls. Vision Res. 4, (200). 25. Legge, G. E. & Cmpell, F. W. Displcement detection in humn vision. Vision Res. 2, (98). 26. Murkmi, I. & Shimojo, S. Modultion of motion ftereffect y surround motion nd its dependence on stimulus size nd eccentricity. Vision Res. 35, (995). 27. Nkym, K. & Tyler, C. W. Reltive motion induced etween sttionry lines. Vision Res. 8, (978). 28. Nwrot, M. & Sekuler, R. Assimiltion nd contrst in motion perception: explortions in coopertivity. Vision Res. 30, (990). 29. Newsome, W. T., Britten, K. H. & Movshon, J. A. Neuronl correltes of perceptul decision. Nture 34, (989). 30. Shdlen, M. N., Britten, K. H., Newsome, W. T. & Movshon, J. A. A computtionl nlysis of the reltionship etween neuronl nd ehviorl responses to visul motion. J. Neurosci. 6, (996). 3. Lee, S. -H. & Blke, R. Visul form creted solely from temporl structure. Science 284, (999). 32. Croner, L. J. & Alright, T. D. Imge segmenttion enhnces discrimintion of motion in visul noise. Vision Res. 37, (997). 33. Lorenceu, J. & Alis, S. Form constrints in motion inding. Nt. Neurosci. 4, (200). 34. Verghese, P. & Stone, L. S. Perceived visul speed constrined y imge segmenttion. Nture 38, 6 63 (996). 35. Croner, L. J. & Alright, T. D. Segmenttion y color influences responses of motion-sensitive neurons in the corticl middle temporl visul re. J. Neurosci. 9, (999). 36. Bttgli-Myer, A. et l. Erly coding of reching in the prieto-occipitl cortex. J. Neurophysiol. 83, (2000). 37. Snyder, L. H. Coordinte trnsformtions for eye nd rm movements in the rin. Curr. Opin. Neuroiol. 0, (2000). 38. Regn, D. M. Humn Perception of Ojects (Sinuer, Sunderlnd, Msschusetts, 2000). 39. Brinrd, D. H. The psychophysics toolox. Spt. Vis. 0, (997). 40. Pelli, D. G. The Video Toolox softwre for visul psychophysics: trnsforming numers into movies. Spt. Vis. 0, (997). 4. Quick, R. F. Jr. A vector-mgnitude model of contrst detection. Kyernetik 6, (974). 42. Wichmnn, F. A. & Hill, N. J. The psychometric function: I. Fitting, smpling, nd goodness of fit. Percept. Psychophys. 63, (200). 43. Wichmnn, F. A. & Hill, N. J. The psychometric function: II. Bootstrp-sed confidence intervls nd smpling. Percept. Psychophys. 63, (200). 44. Blke, R. & Yng, Y. Sptil nd temporl coherence in perceptul inding. Proc. Ntl. Acd. Sci. USA 94, (997). nture neuroscience volume 5 no 0 octoer

Fast ensemble representations for abstract visual impressions

Fast ensemble representations for abstract visual impressions Received Oct 2 Accepted Sep 2 Pulished Nov 2 Fst ensemle representtions for strct visul impressions Allison Ymnshi Lei, Ann Kosovichev 2 & Dvid Whitney DOI:./ncomms OPEN Much of the richness of perception

More information

The sensory nature of mnemonic representation in the primate prefrontal cortex

The sensory nature of mnemonic representation in the primate prefrontal cortex rticles The sensory nture of mnemonic representtion in the primte prefrontl cortex Christos Constntinidis, Mtthew N. Frnowicz nd Ptrici S. Goldmn-Rkic Section of Neuroiology, Yle School of Medicine, New

More information

Temporal Target Integration Underlies Performance at Lag 1 in the Attentional Blink

Temporal Target Integration Underlies Performance at Lag 1 in the Attentional Blink Journl of Experimentl Psychology: Humn Perception nd Performnce 212, Vol. 38, No. 6, 1448 1464 212 Americn Psychologicl Assocition 96-1523/12/$12. DOI: 1.137/2761 Temporl Trget Integrtion Underlies Performnce

More information

The Dynamics of Varicella-Zoster Virus Epithelial Keratitis in Herpes Zoster Ophthalmicus

The Dynamics of Varicella-Zoster Virus Epithelial Keratitis in Herpes Zoster Ophthalmicus Chpter 2 The Dynmics of Vricell-Zoster Virus Epithelil Kertitis in Herpes Zoster Ophthlmicus The morphology of n individul VZV lesion reflects sequence of events triggered y the virus impct on cornel epithelil

More information

Check your understanding 3

Check your understanding 3 1 Wht is the difference etween pssive trnsport nd ctive trnsport? Pssive trnsport is the movement of prticles not requiring energy. Movement of prticles in ctive trnsport uses energy. 2 A gs tp in the

More information

Trajectory of Contact Region On the Fingerpad Gives the Illusion of Haptic Shape

Trajectory of Contact Region On the Fingerpad Gives the Illusion of Haptic Shape Trjectory of Contct Region On the Fingerpd Gives the Illusion of Hptic Shpe Hnif Dostmohmed nd Vincent Hywrd Astrct When one explores solid oject with fingertip, contct region is usully defined. When the

More information

Meat and Food Safety. B.A. Crow, M.E. Dikeman, L.C. Hollis, R.A. Phebus, A.N. Ray, T.A. Houser, and J.P. Grobbel

Meat and Food Safety. B.A. Crow, M.E. Dikeman, L.C. Hollis, R.A. Phebus, A.N. Ray, T.A. Houser, and J.P. Grobbel Met nd Food Sfety Needle-Free Injection Enhncement of Beef Strip Loins with Phosphte nd Slt Hs Potentil to Improve Yield, Tenderness, nd Juiciness ut Hrm Texture nd Flvor B.A. Crow, M.E. Dikemn, L.C. Hollis,

More information

A role for inhibition in shaping the temporal flow of information in prefrontal cortex 2002 Nature Publishing Group

A role for inhibition in shaping the temporal flow of information in prefrontal cortex 2002 Nature Publishing Group A role for inhiition in shping the temporl flow of informtion in prefrontl cortex Christos Constntinidis, Grhm V. Willims nd Ptrici S. Goldmn-Rkic Deprtment of Neuroiology, Yle University School of Medicine,

More information

Saccadic eye movements cause compression of time as well as space

Saccadic eye movements cause compression of time as well as space 25 Nture Pulishing Group http://www.nture.com/ntureneuroscience Sccdic eye movements cuse compression of time s well s spce M Concett Morrone 1, John Ross 2 & Dvid Burr 3,4 There is now considerle evidence

More information

THE EFFECT OF DIFFERENT STIMULI ON MEAGRE (Argyrosomus regius) FEEDING BEHAVIOUR.

THE EFFECT OF DIFFERENT STIMULI ON MEAGRE (Argyrosomus regius) FEEDING BEHAVIOUR. THE EFFECT OF DIFFERENT STIMULI ON MEGRE (rgyrosomus regius) FEEDING EHVIOUR. Ionnis E. Ppdkis, Nikos Ppndroulkis, lkioni Sfendourki, Veronic Cmporesi 3, Mnolis Vsilkis, Constntinos C. Mylons Institute

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION TM TM tip link horizontl top connectors 1 leucine-rich (21 %) otoncorin-like 1809 ntigenic peptides B D signl peptide hydrophoic segment proline/threonine-rich (79 %) Supplementry Figure 1. () The outer

More information

Stable perception of visually ambiguous patterns

Stable perception of visually ambiguous patterns Stle perception of visully miguous ptterns Dvid A. Leopold, Melnie Wilke, Alexnder Mier nd Nikos K. Logothetis Mx Plnck Institut für iologische Kyernetik, Spemnnstrβe 38, 72076 Tüingen, Germny Correspondence

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION doi:.38/nture72 Neurl correltes, computtion nd ehviourl impct of decision confidence Kepecs A., Uchid N., Zriwl H. nd Minen Z.F. Confidence estimtes in integrtor models of decision-mking Computing decision

More information

Jillian H. Fecteau and Douglas P. Munoz

Jillian H. Fecteau and Douglas P. Munoz EXPLORING THE CONSEQUENCES OF THE PREVIOUS TRIAL Jillin H. Fecteu nd Dougls P. Munoz In tsks tht re designed to explore cognitive functioning, the response on ech tril is function of the comintion of experimentl

More information

Agilent G6825AA MassHunter Pathways to PCDL Software Quick Start Guide

Agilent G6825AA MassHunter Pathways to PCDL Software Quick Start Guide Agilent G6825AA MssHunter Pthwys to PCDL Softwre Quick Strt Guide Wht is Agilent Pthwys to PCDL? Fetures of Pthwys to PCDL Agilent MssHunter Pthwys to PCDL converter is stnd-lone softwre designed to fcilitte

More information

Miniature Eye Movements Enhance Fine Spatial Details

Miniature Eye Movements Enhance Fine Spatial Details Boston University OpenBU Cognitive & Neurl Systems http://open.u.edu CAS/CNS Technicl Reports 2006- Miniture Eye Movements Enhnce Fine Sptil Detils Rucci, Michele Boston University Center for Adptive Systems

More information

Author's personal copy

Author's personal copy Priming 1055 Priming R Henson, MRC Cognition nd Brin Sciences Unit, Cmridge, UK ã 2009 Elsevier Ltd. All rights reserved. Introduction Priming refers to chnge in ehviorl response to stimulus, following

More information

Visual Cortex in Humans

Visual Cortex in Humans Visul Cortex in Humns 251 Visul Cortex in Humns B A Wndell, S O Dumoulin, nd A A Brewer, Stnford University, Stnford, CA, USA ã 2009 Elsevier Ltd. All rights reserved. Humn visul cortex comprises 4 6 illion

More information

Rapid feature selective neuronal synchronization through correlated latency shifting

Rapid feature selective neuronal synchronization through correlated latency shifting rticles Rpid feture selective neuronl synchroniztion through correlted ltency shifting Pscl Fries 1, 2, 3, Sergio Neuenschwnder 1, Andres K. Engel 1,4, Riner Goeel 1,5 nd Wolf Singer 1 1 Mx-Plnck Institute

More information

Multiresolution wavelet framework models brightness induction effects

Multiresolution wavelet framework models brightness induction effects Aville online t www.sciencedirect.com Vision Reserch xxx (28) xxx xxx www.elsevier.com/locte/visres Multiresolution wvelet frmework models rightness induction effects Xvier Otzu *, Mri Vnrell, C. Alejndro

More information

The effects of color on brightness

The effects of color on brightness rticles The effects of color on rightness R. Beu Lotto nd Dle Purves Deprtment of Neuroiology, Box 3209, Duke University Medicl Center, Durhm, North Crolin 27710, USA Correspondence should e ddressed to

More information

Review TEACHING FOR GENERALIZATION & MAINTENANCE

Review TEACHING FOR GENERALIZATION & MAINTENANCE Gols By the end of clss, you should be ble to: Explin wht generliztion is, why it is criticl for techers to know how to tech so tht it occurs, nd give n exmple of it from your own experience in the clssroom

More information

Retinotopy and color sensitivity in human visual cortical area V8

Retinotopy and color sensitivity in human visual cortical area V8 Results COLOR- VERSUS LUMINANCE-VARYING STIMULI First, we compred the ctivity produced y color vritions to tht produced y vritions in luminnce, in the sme surticles Retinotopy nd color sensitivity in humn

More information

Orbitofrontal cortex and basolateral amygdala encode expected outcomes during learning

Orbitofrontal cortex and basolateral amygdala encode expected outcomes during learning Oritofrontl cortex nd solterl mygdl encode expected outcomes during lerning Geoffrey Schoenum 1, Andre A. Chi 2 nd Michel Gllgher 1 1 Deprtment of Psychology, Johns Hopkins University, 3400 North Chrles

More information

Effects of physical exercise on working memory and prefrontal cortex function in post-stroke patients

Effects of physical exercise on working memory and prefrontal cortex function in post-stroke patients Effects of physicl exercise on working memory nd prefrontl cortex function in post-stroke ptients M Moriy, C Aoki, K Sktni Grdute School of Helth Sciences Reserch, Mjor of Physicl Therpy, TeikyoHeisei

More information

Neural correlates of decision variables in parietal cortex

Neural correlates of decision variables in parietal cortex Neurl correltes of decision vriles in prietl cortex Michel L. Pltt & Pul W. Glimcher Center for Neurl Science, New York University, New York, New York 13, USA... Decision theory proposes tht humns nd nimls

More information

An Energy Efficient Seizure Prediction Algorithm

An Energy Efficient Seizure Prediction Algorithm An Energy Efficient Seizure Prediction Algorithm Zhongnn Fng Electricl Engineering Stnford University zhongnn@stnford.edu Yun Yun Sttistics Stnford University yun@stnford.edu Andrew Weitz Bioengineering

More information

Differential neural coding of acoustic flutter within primate auditory cortex

Differential neural coding of acoustic flutter within primate auditory cortex Differentil neurl coding of coustic flutter within primte uditory cortex Dniel Bendor & Xioqin Wng A sequence of coustic events is perceived either s one continuous sound or s strem of temporlly discrete

More information

Single-Molecule Studies of Unlabelled Full-Length p53 Protein Binding to DNA

Single-Molecule Studies of Unlabelled Full-Length p53 Protein Binding to DNA Single-Molecule Studies of Unlbelled Full-Length p53 Protein Binding to DNA Philipp Nuttll, 1 Kidn Lee, 2 Pietro Ciccrell, 3 Mrco Crminti, 3 Giorgio Ferrri, 3 Ki- Bum Kim, 2 Tim Albrecht 1* 1 Imperil College

More information

WSU Tree Fruit Research and Extension Center, Wenatchee (509) ext. 265;

WSU Tree Fruit Research and Extension Center, Wenatchee (509) ext. 265; FINAL REPORT WTFRC Project # AH-1-5 WSU Project # 13C-355-3 Project title: PI: Orgniztion: Coopertors: of Sunburn in Apples with RAYNOX Lrry Schrder, Horticulturist WSU Tree Fruit Reserch nd Extension

More information

Using Paclobutrazol to Suppress Inflorescence Height of Potted Phalaenopsis Orchids

Using Paclobutrazol to Suppress Inflorescence Height of Potted Phalaenopsis Orchids Using Pcloutrzol to Suppress Inflorescence Height of Potted Phlenopsis Orchids A REPORT SUBMITTED TO FINE AMERICAS Linsey Newton nd Erik Runkle Deprtment of Horticulture Spring 28 Using Pcloutrzol to Suppress

More information

Perceptual grouping in Gabor lattices: Proximity and alignment

Perceptual grouping in Gabor lattices: Proximity and alignment Journl Perception & Psychophysics 2005,?? 67 (?), (8),???-??? 1446-1459 Perceptul grouping in Gor lttices: Proximity nd lignment PETER M. CLAESSENS nd JOHAN WAGEMANS University of Leuven, Leuven, Belgium

More information

This rticle ws originlly pulished in the Encyclopedi of Neuroscience pulished y Elsevier, nd the ttched copy is provided y Elsevier for the uthor's enefit nd for the enefit of the uthor's institution,

More information

An Intuitive Model of Perceptual Grouping for HCI Design

An Intuitive Model of Perceptual Grouping for HCI Design An Intuitive Model of Perceptul Grouping for HCI Design Ruth Rosenholtz MIT Cmridge, MA rruth@mit.edu Nthniel R. Twrog MIT Cmridge, MA ntwrog@mit.edu Ndj Schinkel-Bielefeld MIT Cmridge, MA schinkel@mit.edu

More information

Study of Stress Distribution in the Tibia During Stance Phase Running Using the Finite Element Method

Study of Stress Distribution in the Tibia During Stance Phase Running Using the Finite Element Method Ksetsrt J. (Nt. Sci.) 48 : 729-739 (2014) Study of Stress Distriution in the Tii During Stnce Phse Running Using the Finite Element Method Thepwchr Ruchirh 1, Tumrong Puttpitukporn 1, * nd Siriporn Ssimontonkul

More information

The effects of neural gain on attention and learning

The effects of neural gain on attention and learning The effects of neurl gin on ttention nd lerning Ern Eldr 1, Jonthn D Cohen 1,2 & Yel Niv 1,2 213 Nture Americ, Inc. All rights reserved. Attention is commonly thought to be mnifest through locl vritions

More information

THE EVALUATION OF DEHULLED CANOLA MEAL IN THE DIETS OF GROWING AND FINISHING PIGS

THE EVALUATION OF DEHULLED CANOLA MEAL IN THE DIETS OF GROWING AND FINISHING PIGS THE EVALUATION OF DEHULLED CANOLA MEAL IN THE DIETS OF GROWING AND FINISHING PIGS THE EVALUATION OF DEHULLED CANOLA MEAL IN THE DIETS OF GROWING AND FINISHING PIGS John F. Ptience nd Doug Gillis SUMMARY

More information

supplementary information

supplementary information DOI: 10.1038/nc2089 H3K4me1 H3K4me1 H3K4me1 H3K4me1 H3K4me1 H3K4me1 5 PN N1-2 PN H3K4me1 H3K4me1 H3K4me1 2-cell stge 2-c st cell ge Figure S1 Pttern of loclistion of H3K4me1 () nd () during zygotic development

More information

The auditory cortex mediates the perceptual effects of acoustic temporal expectation

The auditory cortex mediates the perceptual effects of acoustic temporal expectation A r t i c l e s co m p u tt i o n n d s y st e m s The uditory cortex medites the perceptul effects of coustic temporl expecttion Sntigo Jrmillo & Anthony M Zdor 211 Nture Americ, Inc. All rights reserved.

More information

build Firm, sexy arms

build Firm, sexy arms w uild Firm, sexy rms Wnt toned, strong rms tht crown you pushup queen t oot cmp? Wnt to rock tnk top? These four moves re wht you need. Achieve Totl Arm Envy Mny women zero in on the show-off muscles,

More information

Dissociable effects of the implicit and explicit memory systems on learning control of reaching

Dissociable effects of the implicit and explicit memory systems on learning control of reaching Exp Brin Res (26) 173: 425 437 DOI 1.17/s221-6-391- RESEARCH ARTICLE Eun Jung Hwng Æ Murice A. Smith Rez Shdmehr Dissocible effects of the implicit nd explicit memory systems on lerning control of reching

More information

A reservoir of time constants for memory traces in cortical neurons

A reservoir of time constants for memory traces in cortical neurons A reservoir of time constnts for memory trces in corticl neurons Alerto Berncchi, Hyojung Seo, Deyeol Lee & Xio-Jing Wng 11 Nture Americ, Inc. All rights reserved. According to reinforcement lerning theory

More information

Not for Citation or Publication Without Consent of the Author

Not for Citation or Publication Without Consent of the Author Not for Cittion or Puliction Without Consent of the Author AN AUTOMATED SEX PHEROMONE TRAP FOR MONITORING ADULT CM AND OFM AND THE INFLUENCE OF TRAP COLOR ON MOTH AND NON-TARGET CAPTURES Brin L. Lehmn

More information

Abstract reward and punishment representations in the human orbitofrontal cortex

Abstract reward and punishment representations in the human orbitofrontal cortex rticles Astrct rewrd nd punishment representtions in the humn oritofrontl cortex J. O Doherty 1,2, M. L. Kringelch 1,2, E. T. olls 1, J. Hornk 1 nd C. Andrews 2 1 Deprtment of Experimentl Psychology, University

More information

PNEUMOVAX 23 is recommended by the CDC for all your appropriate adult patients at increased risk for pneumococcal disease 1,2 :

PNEUMOVAX 23 is recommended by the CDC for all your appropriate adult patients at increased risk for pneumococcal disease 1,2 : PNEUMOVAX 23 is recommended y the CDC for ll your pproprite dult ptients t incresed risk for pneumococcl disese 1,2 : Adults ged

More information

2. Hubs and authorities, a more detailed evaluation of the importance of Web pages using a variant of

2. Hubs and authorities, a more detailed evaluation of the importance of Web pages using a variant of 5 Web Serch Outline: 1. Pge rnk, for discovering the most ëimportnt" pges on the Web, s used in Google. 2. Hubs nd uthorities, more detiled evlution of the importnce of Web pges using vrint of the eigenvector

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION . Norml Physiologicl Conditions. SIRT1 Loss-of-Function S1. Model for the role of SIRT1 in the regultion of memory nd plsticity. () Our findings suggest tht SIRT1 normlly functions in coopertion with YY1,

More information

Effect of linear and random non-linear programming on environmental pollution caused by broiler production

Effect of linear and random non-linear programming on environmental pollution caused by broiler production Journl of Novel Applied Sciences Aville online t www.jnsci.org 24 JNAS Journl-24-3-/43-434 ISSN 2322-549 24 JNAS Effect of liner nd rndom non-liner progrmming on environmentl pollution cused y roiler production

More information

ET 100 EXTERIOR FRONT DOOR BLACK OUT TAPE INSTALLATION

ET 100 EXTERIOR FRONT DOOR BLACK OUT TAPE INSTALLATION 100 EXTERIOR FRONT DOOR BLCK OUT TPE INSTLLTION The procedure descried elow is for the LH side. Use the sme procedure for oth the RH nd LH sides, unless otherwise specified. 1. INSTLL NO. 2 BLCK OUT TPE

More information

Chapter 02 Crime-Scene Investigation and Evidence Collection

Chapter 02 Crime-Scene Investigation and Evidence Collection Nme: Clss: Dte: Chpter 02 Crime-Scene Investigtion nd Evidence Collection 1. The terms grid, liner, qudrnt, zone, nd spirl re typiclly used to descrie dtum points... Flse Flse 2. An evidence log nd chin

More information

The step method: A new adaptive psychophysical procedure

The step method: A new adaptive psychophysical procedure Perception & Psychophysics 1989, 45 (6), 572-576 The step method: A new dptive psychophysicl procedure WILLIAM A. SIMPSON York University, North York, Ontrio, Cnd A new dptive psychophysicl method, the

More information

Infrared Image Edge Detection based on Morphology- Canny Fusion Algorithm

Infrared Image Edge Detection based on Morphology- Canny Fusion Algorithm , pp.42-46 http://dx.doi.org/10.14257/stl.2016.137.08 Infrred Imge Edge Detection bsed on Morphology- Cnny Fusion Algorithm Tng Qingju 1, Bu Chiwu 2, Liu Yunlin 1, Zng Jinsuo 1, Li Dyong 1 1 School of

More information

Reactivation of emergent task-related ensembles during slow-wave sleep after neuroprosthetic learning

Reactivation of emergent task-related ensembles during slow-wave sleep after neuroprosthetic learning r t i c l e s Rectivtion of emergent tsk-relted ensemles during slow-wve sleep fter neuroprosthetic lerning Tnuj Gulti,2, Dhkshin S Rmnthn,3,4, Chelse C Wong,2 & Krunesh Gnguly,2 npg 24 Nture Americ, Inc.

More information

ENERGY CONTENT OF BARLEY

ENERGY CONTENT OF BARLEY ENERGY CONTENT OF BARLEY VARIATION IN THE DIETARY ENERGY CONTENT OF BARLEY Shwn Firbirn, John Ptience, Hnk Clssen nd Ruurd Zijlstr SUMMARY Formultion of commercil pig diets requires n incresing degree

More information

Neural correlates of a decision in the dorsolateral prefrontal cortex of the macaque

Neural correlates of a decision in the dorsolateral prefrontal cortex of the macaque rticles Neurl correltes of decision in the dorsolterl prefrontl cortex of the mcque Jong-Nm Kim nd Michel N. Shdlen Deprtment of Physiology nd Biophysics nd Regionl Primte Reserch Center, University of

More information

Reward Changes Salience in Human Vision via the Anterior Cingulate

Reward Changes Salience in Human Vision via the Anterior Cingulate 11096 The Journl of Neuroscience, August 18, 2010 30(33):11096 11103 Behviorl/Systems/Cognitive Rewrd Chnges Slience in Humn Vision vi the Anterior Cingulte Clyton Hickey, 1 Leonrdo Chelzzi, 2,3 nd Jn

More information

LETTERS. Neural correlates, computation and behavioural impact of decision confidence

LETTERS. Neural correlates, computation and behavioural impact of decision confidence doi:.38/nture72 LETTERS Neurl correltes, computtion nd ehviourl impct of decision confidence Adm Kepecs, Noshige Uchid,2, Htim Zriwl,3 & Zchry F. Minen,4 Humns nd other nimls must often mke decisions on

More information

Input from external experts and manufacturer on the 2 nd draft project plan Stool DNA testing for early detection of colorectal cancer

Input from external experts and manufacturer on the 2 nd draft project plan Stool DNA testing for early detection of colorectal cancer Input externl experts nd mnufcturer on the 2 nd drft project pln Stool DNA testing for erly detection of colorectl cncer (Project ID:OTJA10) All s nd uthor s replies on the 2nd drft project pln Stool DNA

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION Prentl doi:.8/nture57 Figure S HPMECs LM Cells Cell lines VEGF (ng/ml) Prentl 7. +/-. LM 7. +/-.99 LM 7. +/-.99 Fold COX induction 5 VEGF: - + + + Bevcizum: - - 5 (µg/ml) Reltive MMP LM mock COX MMP LM+

More information

Dynamic shifts in the owl s auditory space map predict moving sound location

Dynamic shifts in the owl s auditory space map predict moving sound location 6 Nture Pulishing Group http://www.nture.com/ntureneuroscience Dynmic shifts in the owl s uditory spce mp predict moving sound loction Iln B Witten 1,, Joseph F Bergn 1, & Eric I Knudsen 1 The optic tectum

More information

Optimisation of diets for Atlantic cod (Gadus morhua) broodstock: effect of arachidonic acid on egg & larval quality

Optimisation of diets for Atlantic cod (Gadus morhua) broodstock: effect of arachidonic acid on egg & larval quality Optimistion of diets for Atlntic cod (Gdus morhu) roodstock: effect of rchidonic cid on egg & lrvl qulity Dr Gordon Bell, Ms. An Blnco, Dr Bill Roy, Dr Derek Roertson, Dr Jim Henderson nd Mr Richrd Prickett,

More information

The linear oligomer 1 + SnCl 2 2 DPA G2

The linear oligomer 1 + SnCl 2 2 DPA G2 Ymmoto_SI-figs,, 3, nd 4 DPA G + SnCl DPA G3 + SnCl DPA G SI-Figure. () UV-vis spectr of DPA G complexed with - equiv. of SnCl (solv.; dichloromethne/cetonitrile = :, [DPA G] = 9 x - M).. DPA G3 c d 36

More information

SOME MECHANISTIC CONCEPTS IN ELECTROPHILIC ADDITION REACTIONS TO C=C BONDS

SOME MECHANISTIC CONCEPTS IN ELECTROPHILIC ADDITION REACTIONS TO C=C BONDS SM MANISTI NPTS IN LTPILI AITIN ATINS T = BNS The = ond is considered to e wek se/nucleophile. The high concentrtion of electron density mkes the pi ond Lewis se, ut in order to donte electrons the pi

More information

EFFECTS OF AN ACUTE ENTERIC DISEASE CHALLENGE ON IGF-1 AND IGFBP-3 GENE EXPRESSION IN PORCINE SKELETAL MUSCLE

EFFECTS OF AN ACUTE ENTERIC DISEASE CHALLENGE ON IGF-1 AND IGFBP-3 GENE EXPRESSION IN PORCINE SKELETAL MUSCLE Swine Dy 22 Contents EFFECTS OF AN ACUTE ENTERIC DISEASE CHALLENGE ON IGF-1 AND IGFBP-3 GENE EXPRESSION IN PORCINE SKELETAL MUSCLE B. J. Johnson, J. P. Kyser, J. D. Dunn, A. T. Wyln, S. S. Dritz 1, J.

More information

Effect of fungicide timing and wheat varietal resistance on Mycosphaerella graminicola and its sterol 14 α-demethylation-inhibitorresistant

Effect of fungicide timing and wheat varietal resistance on Mycosphaerella graminicola and its sterol 14 α-demethylation-inhibitorresistant Effect of fungicide timing nd whet vrietl resistnce on Mycospherell grminicol nd its sterol 14 α-demethyltion-inhiitorresistnt genotypes Didierlurent L., Roisin-Fichter C., Snssené J., Selim S. Pltform

More information

U.S. copyright law (title 17 of U.S. code) governs the reproduction and redistribution of copyrighted material.

U.S. copyright law (title 17 of U.S. code) governs the reproduction and redistribution of copyrighted material. U.S. copyright lw (title 17 of U.S. code) governs the reproduction nd redistribution of copyrighted mteril. CGNITIVE PSYCHLGY Volume 10, Number 4, ctober 1978 Copyright 1978 by Acdemic Press, Inc. All

More information

Chapter 5: The peripheral nervous system Learning activity suggested answers

Chapter 5: The peripheral nervous system Learning activity suggested answers Chpter 5: The peripherl nervous system Lerning ctivity suggested nswers Lerning Activity 5.1 (p. 222) 1 Briefly descrie the two min functions of the somtic nervous system. Description should refer to:

More information

XII. HIV/AIDS. Knowledge about HIV Transmission and Misconceptions about HIV

XII. HIV/AIDS. Knowledge about HIV Transmission and Misconceptions about HIV XII. HIV/AIDS Knowledge bout HIV Trnsmission nd Misconceptions bout HIV One of the most importnt prerequisites for reducing the rte of HIV infection is ccurte knowledge of how HIV is trnsmitted nd strtegies

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION doi:.3/nture93 d 5 Rttlesnke DRG (reds) Rttlesnke TG (reds) c 3 TRPV1 other TRPs 1 1 3 Non-pit snke TG (reds) SFig. 1 5 5 3 other TRPs TRPV1 1 1 3 Non-pit snke DRG (reds) 5 Antomy of the pit orgn nd comprison

More information

Positional and temporal clustering in serial order memory

Positional and temporal clustering in serial order memory Mem Cogn (22) 4:77 9 DOI.3758/s342--42-8 Positionl nd temporl clustering in seril order memory Alec Solwy & Bennet B. Murdock & Michel J. Khn Pulished online: 5 Novemer 2 # Psychonomic Society, Inc. 2

More information

Invasive Pneumococcal Disease Quarterly Report July September 2018

Invasive Pneumococcal Disease Quarterly Report July September 2018 Invsive Pneumococcl Disese Qurterly Report July Septemer Introduction Since 17 Octoer 2008, invsive pneumococcl disese (IPD) hs een notifile to the locl Medicl Officer of Helth under the Helth Act 1956.

More information

Finite-Dimensional Linear Algebra Errata for the first printing

Finite-Dimensional Linear Algebra Errata for the first printing Finite-Dimensionl Liner Algebr Errt for the first printing Mrk S. Gockenbch Jnury 6, 011 The following corrections will be mde in the second printing of the text, expected in 011. Pge 41: Exercise 5: S

More information

The Measurement of Interviewer Variance

The Measurement of Interviewer Variance 66 TWO STUDIES OF INTERVIEWER VARIANCE OF SOCIO- PSYCHOLOGICAL VARIABLES By: Leslie Kish nd Crol W. Slter Survey Reserch Center, University of Michign Introduction We report results obtined in two surveys

More information

Theta power in the EEG of humans during ongoing processing in a haptic object recognition task

Theta power in the EEG of humans during ongoing processing in a haptic object recognition task Cognitive Brin Reserch 11 (001) 33 37 www.elsevier.com/ locte/ bres Reserch report Thet power in the EEG of humns during ongoing processing in hptic object recognition tsk *, b c d e Mrtin Grunwld, Thoms

More information

Intact. Left Right. Lesioned

Intact. Left Right. Lesioned Vol 466 15 July 1 doi:1.138/nture919 Blindsight depends on the lterl geniculte nucleus Michel C. Schmid 1, Sylwi W. Mrowk 1, Jnit Turchi 1, Richrd C. Sunders 1, Melnie Wilke 1, Andrew J. Peters 1, Frnk

More information

Goal: Evaluate plant health effects while suppressing dollar spot and brown patch

Goal: Evaluate plant health effects while suppressing dollar spot and brown patch Newer Fungicide Products Alone nd In Rottion on Chicgo Golf Green Reserchers: Chicgo District Golf Assoc. Derek Settle, Tim Sibicky, nd Nick DeVries Gol: Evlute plnt helth effects while suppressing dollr

More information

Bioactive milk components to secure growth and gut development in preterm pigs ESTER ARÉVALO SUREDA PIGUTNET FA1401 STSM

Bioactive milk components to secure growth and gut development in preterm pigs ESTER ARÉVALO SUREDA PIGUTNET FA1401 STSM Bioctive milk components to secure growth nd gut development in preterm pigs ESTER ARÉVALO SUREDA PIGUTNET FA1401 STSM STSM Pigutnet FA1401 STSM 03/Septemer 30/Novemer/2017 (3 months) Host: Home: Thoms

More information

Limits of focused attention in three-dimensional space

Limits of focused attention in three-dimensional space Perception & Psychophysics 1993, 53 (6), 658-667 Limits of focused ttention in three-dimensionl spce GORG J. ANDRSN University of liforni, Riverside, liforni nd ARTHUR F. KRAMR University of Illinois,

More information

Detecting the Fetal Electrocardiogram by Wavelet Theory-Based Methods

Detecting the Fetal Electrocardiogram by Wavelet Theory-Based Methods Vol. 7, No. 3, Septemer 2002 185 Detecting the Fetl Electrocrdiogrm y Wvelet Theory-Bsed Methods F. MOCHIMARU, Y. FUJIMOTO Deprtment of Ostetrics nd Gynecology, Hirtsuk City Hospitl, Hirtsuk City, Jpn

More information

Copy Number ID2 MYCN ID2 MYCN. Copy Number MYCN DDX1 ID2 KIDINS220 MBOAT2 ID2

Copy Number ID2 MYCN ID2 MYCN. Copy Number MYCN DDX1 ID2 KIDINS220 MBOAT2 ID2 Copy Numer Copy Numer Copy Numer Copy Numer DIPG38 DIPG49 ID2 MYCN ID2 MYCN c DIPG01 d DIPG29 ID2 MYCN ID2 MYCN e STNG2 f MYCN DIPG01 Chr. 2 DIPG29 Chr. 1 MYCN DDX1 Chr. 2 ID2 KIDINS220 MBOAT2 ID2 Supplementry

More information

PROVEN ANTICOCCIDIAL IN NEW FORMULATION

PROVEN ANTICOCCIDIAL IN NEW FORMULATION PROVEN ANTICOCCIDIAL IN NEW FORMULATION Coxidin 100 microgrnulte A coccidiosttic dditive for roilers, chickens rered for lying nd turkeys Contins 100 g of monensin sodium per kg Aville s homogenous grnules

More information

Functional dissection of circuitry in a neural integrator

Functional dissection of circuitry in a neural integrator ATICES 27 Nture Publishing Group http://www.nture.com/ntureneuroscience Functionl dissection of circuitry in neurl integrtor Emre Aksy 1,2, Itsso Olsgsti 3, Brett D Mensh 4, obert Bker 5, Mrk S Goldmn

More information

EFFECTS OF INGREDIENT AND WHOLE DIET IRRADIATION ON NURSERY PIG PERFORMANCE

EFFECTS OF INGREDIENT AND WHOLE DIET IRRADIATION ON NURSERY PIG PERFORMANCE Swine Dy 21 EFFECTS OF INGREDIENT AND WHOLE DIET IRRADIATION ON NURSERY PIG PERFORMANCE J. M. DeRouchey, M. D. Tokch, J. L. Nelssen, R. D. Goodbnd, S. S. Dritz 1, J. C. Woodworth, M. J. Webster, B. W.

More information

What is it? Flexibility Training involves stretching exercises to improve joint and muscle function.

What is it? Flexibility Training involves stretching exercises to improve joint and muscle function. Helthy Living Fitness Progrm Flexiility nd Resistnce Trining Progrm Wht is it? Flexiility Trining involves stretching exercises to improve joint nd muscle function. Stretching cn e n importnt prt of complete

More information

Canceling actions involves a race between basal ganglia pathways

Canceling actions involves a race between basal ganglia pathways Cnceling ctions involves rce etween sl gngli pthwys Roert Schmidt 1, Dniel K Leventhl, Nicols Mllet 1,3, Fujun Chen 1 & Joshu D Berke 1 npg 13 Nture Americ, Inc. All rights reserved. Slient cues cn prompt

More information

Information Test: corroboration of previous findings and highlights on vulnerabilities

Information Test: corroboration of previous findings and highlights on vulnerabilities The first independent study on the Complex Tril Protocol version of the P300-bsed Conceled Informtion Test: corrobortion of previous findings nd highlights on vulnerbilities Gáspár Lukács *, Bél Weiss

More information

Comparison of three simple methods for the

Comparison of three simple methods for the J. clin. Pth. (1967), 2, 5 Comprison of three simple methods for the ssessment of 'free' thyroid hormone T. M. D. GIMLETTE1 From the Rdio-Isotope Lbortory, St. Thoms's Hospitl, London SYNOPSIS A dilysis

More information

How adaptations of substrate utilization regulate body composition

How adaptations of substrate utilization regulate body composition (27) 1 6 & 27 Nture Pulishing Group All rights reserved 37-565/7 $3. www.nture.com/ijo ORIGINAL ARTICLE How dpttions of sustrte utiliztion regulte ody composition KD Hll, HL Bin nd CC Chow Lortory of Biologicl

More information

Response of Commercial Egg-Type Pullets to Diets Varying in Protein and Energy Content in Arid Hot Climate

Response of Commercial Egg-Type Pullets to Diets Varying in Protein and Energy Content in Arid Hot Climate Interntionl Journl of Poultry Science 8 (9): 90-98, 2009 ISSN 682-8356 sin Network for Scientific Informtion, 2009 Response of Commercil Egg-Type Pullets to Diets Vrying in Protein nd Energy Content in

More information

Thebiotutor.com A2 Biology OCR Unit F215: Control, genomes and environment Module 1.2 Meiosis and variation Answers

Thebiotutor.com A2 Biology OCR Unit F215: Control, genomes and environment Module 1.2 Meiosis and variation Answers Theiotutor.com A2 Biology OCR Unit F215: Control, genomes nd environment Module 1.2 Meiosis nd vrition Answers Andy Todd 1 1. () (i) gene length of DNA; codes for (specific), polypeptide / protein / RNA;

More information

EVALUATION OF DIFFERENT COPPER SOURCES AS A GROWTH PROMOTER IN SWINE FINISHING DIETS 1

EVALUATION OF DIFFERENT COPPER SOURCES AS A GROWTH PROMOTER IN SWINE FINISHING DIETS 1 Swine Dy 2001 Contents EVALUATION OF DIFFERENT COPPER SOURCES AS A GROWTH PROMOTER IN SWINE FINISHING DIETS 1 C. W. Hstd, S. S. Dritz 2, J. L. Nelssen, M. D. Tokch, nd R. D. Goodbnd Summry Two trils were

More information

Long-term motor cortex plasticity induced by an electronic neural implant

Long-term motor cortex plasticity induced by an electronic neural implant Vol 444 2 Novemer 26 doi:1.138/nture5226 Long-term motor cortex plsticity induced y n electronic neurl implnt Andrew Jckson 1, Jideep Mvoori 2 & Eerhrd E. Fetz 1 It hs een proposed tht the efficcy of neuronl

More information

Math 254 Calculus Exam 1 Review Three-Dimensional Coordinate System Vectors The Dot Product

Math 254 Calculus Exam 1 Review Three-Dimensional Coordinate System    Vectors   The Dot Product Mth 254 Clculus Exm 1 Review Your first exm is Fridy, April 26. I will provide one pge of notes. You my bring in one 3- inch by 5-inch note crd with notes on both sides. You should hve been working on

More information

Fundamentals of Spine MRI and Essential Protocols

Fundamentals of Spine MRI and Essential Protocols Fundmentls of Spine MRI nd Essentil Protocols A. C. Dougls-Akinwnde, MD Octoer 13, 2009 Fundmentls of Spine MRI Lerning Ojectives: 1. List the essentil sequences for Spine MRI exmintion 2. Discuss the

More information

Hamstrings stretch reflex in human spasticity

Hamstrings stretch reflex in human spasticity J. Neurol. Neurosurg. Psychit., 1971, 34, 231-235 Hmstrings stretch reflex in humn spsticity DAVID BURKE', J. D. GILLIES2, AND JAMES W. LANCE From the Division of Neurology, The Prince Henry Hospitl, Sydney,

More information

Combined Vision and Wearable Sensors-based System for Movement Analysis in Rehabilitation

Combined Vision and Wearable Sensors-based System for Movement Analysis in Rehabilitation Focus Theme Originl Articles 1 Comined Vision nd Werle Sensors-sed System for Movement Anlysis in Rehilittion Sofij Spsojević 1,2,3 ; Tihomir V. Ilić 4 ; Slđn Milnović 5 ; Veljko Potkonjk 1 ; Aleksndr

More information

Emotional enhancement of memory via amygdaladriven facilitation of rhinal interactions

Emotional enhancement of memory via amygdaladriven facilitation of rhinal interactions 6 Nture Pulishing Group http://www.nture.com/ntureneuroscience Emotionl enhncement of memory vi mygdldriven fcilittion of rhinl interctions Rony Pz, Joe Guillume Pelletier, Elizeth P Buer & Denis Pré Emotions

More information

ORIGINAL ARTICLE. Diagnostic Signs of Accommodative Insufficiency. PILAR CACHO, OD, ÁNGEL GARCÍA, OD, FRANCISCO LARA, OD, and M A MAR SEGUÍ, OD

ORIGINAL ARTICLE. Diagnostic Signs of Accommodative Insufficiency. PILAR CACHO, OD, ÁNGEL GARCÍA, OD, FRANCISCO LARA, OD, and M A MAR SEGUÍ, OD 1040-5488/02/7909-0614/0 VOL. 79, NO. 9, PP. 614 620 OPTOMETRY AND VISION SCIENCE Copyright 2002 Americn Acdemy of Optometry ORIGINAL ARTICLE Dignostic Signs of Accommodtive Insufficiency PILAR CACHO,

More information

Supplementary Figure 1

Supplementary Figure 1 Supplementry Figure 1 c d Wistr SHR Wistr AF-353 SHR AF-353 n = 6 n = 6 n = 28 n = 3 n = 12 n = 12 Supplementry Figure 1 Neurophysiologicl properties of petrosl chemoreceptive neurones in Wistr nd SH rts.

More information

Summary. Effect evaluation of the Rehabilitation of Drug-Addicted Offenders Act (SOV)

Summary. Effect evaluation of the Rehabilitation of Drug-Addicted Offenders Act (SOV) Summry Effect evlution of the Rehbilittion of Drug-Addicted Offenders Act (SOV) The Rehbilittion of Drug-Addicted Offenders Act (SOV) ws lunched on April first 2001. This lw permitted the compulsory plcement

More information