Publications

In Press Publications

Nuevas ilusiones basadas en el arte de Victor Vasarely nos ayudan a entender la percepción visual

Susana Martinez-Conde and Stephen L. Macknik
Veryoir, vol 25 num 224 pp 146-154, April 2008

Consciousness: Neurophysiology of visual awareness

Stephen L. Macknik and Susana Martinez-Conde
New Encyclopedia of Neuroscience, Ed. Larry R. Squire, Elsevier

Corner salience varies parametrically with corner angle during flicker-augmented contrast: further predictions on corner perception from Vasarely’s artworks

Xoana G. Troncoso, Stephen L. Macknik and Susana Martinez-Conde
Spatial Vision, Special Issue on Vision Science and Art

2008

How Harvard students perceive rednecks: The neural basis for prejudice

Stephen L. Macknik (2008)

The source of many of the world's woes might be tracked to a specific brain area responsible for identifying people that are not of our ilk. If so, a study on the neural bases of prejudice and its modulation (read abstract or download the pdf), by Jason Mitchell and Mahzarin R. Banaji, of Harvard University, and C Neil Macrae, at the University of Aberdeen in Scotland, published in Neuron in May 2006, could be as important to the burgeoning field of social cognitive neuroscience as Martin Luther King Jr.'s "I have a dream" speech was to the American civil rights movement.


Mind Matters, the Scientific American blog on science and mind, February 5, 2008

2007

The role of feedback in visual masking and visual processing

Stephen L. Macknik and Susana Martinez-Conde (2007)

This paper reviews the potential role of feedback in visual masking, for and against. Our analysis reveals constraints for feedback mechanisms that limit their potential role in visual masking, and in other general brain functions. We propose a feedforward model of visual masking, and provide a hypothesis to explain the role of feedback in visual masking and visual processing in general. We review the anatomy and physiology of feedback mechanisms, and propose that the massive ratio of feedback versus feedforward connections in the visual system may be explained solely by the critical need for top-down attentional modulation. We discuss the merits of visual masking as a tool to discover neural correlates of consciousness, especially as compared to other popular illusions, such as binocular rivalry. Finally, we propose a new set of neurophysiological standards needed to establish whether any given neuron or brain circuit may be the neural substrate of awareness.


Advances in Cognitive Psychology, vol 3 number 1-2 pp 125-152, August 2007

Windows on the mind

Susana Martinez-Conde and Stephen L. Macknik (2007)

When the eyes fix on something, they still jump imperceptibly in ways that turn out to be essential for seeing. For decades, scientists have debated the purpose, if any, of these so-called fixational eye movements, the largest of which are called microsaccades. Now the authors have demonstrated that microsaccades engender visibility when a person's gaze is fixed and that bigger and faster microsaccades work best. Microsaccades might also shed light on subliminal thoughts. Recent research suggests that the direction of microsaccades is biased toward objects to which people are unconsciously attracted, no matter where they are actually looking.


Scientific American, vol 297 number 2 pp 56-63, August 2007

Mind tricks

Susana Martinez-Conde and Stephen L. Macknik (2007)

Teller, the mute half of the magician duo Penn & Teller, apparently pulls a coin out of thin air for the umpteenth time. The audience breaks into applause. It’s another great performance in Las Vegas, Nevada — only tonight, Teller is part of a special symposium hosted by the Association for the Scientific Study of Consciousness, bringing together magicians and cognitive scientists.


Nature, vol 448 page 414, July 26, 2007

BOLD activation varies parametrically with corner angle throughout human retinotopic cortex

Xoana G. Troncoso, Peter U. Tse, Stephen L. Macknik, Gideon P. Caplovitz, Po-Jang Hsieh, Alexander A. Schlegel, Jorge Otero-Millan, Susana Martinez-Conde (2007)

The Alternating Brightness Star (ABS) is an illusion that provides insight into the relationship between brightness perception and corner angle. Recent psychophysical studies of this illusion have shown that corner salience varies parametrically with corner angle, with sharp angles leading to strong illusory percepts and shallow angles leading to weak percepts. It is hypothesized that the illusory effects arise because of an interaction between surface corners and the shape of visual receptive fields: sharp surface corners may create hotspots of high local contrast due to processing by center-surround and other early receptive fields. If this hypothesis is correct, early visual neurons should respond powerfully to sharp corners and curved portions of surface edges. Indeed, the primary role of early visual neurons may be to localize the discontinuities along the edges of surfaces. If so, all early visual areas should show greater BOLD responses to sharp corners than to shallow corners. On the other hand, if corner processing is exclusively constrained to certain areas of the brain, only those specific areas will show greater responses to sharp vs shallow corners. To address this we explored the BOLD correlates of the ABS illusion in the human visual cortex using fMRI. We found that BOLD signal varies parametrically with corner angle throughout the visual cortex, offering the first neurophysiological correlates of the ABS illusion. This finding provides a neurophysiological basis for the previously reported psychophysical data that showed that corner salience varied parametrically with corner angle. We propose that all early visual areas localize discontinuities along the edges of surfaces, and that specific cortical corner-processing circuits further establish the specific nature of those discontinuities, such as their orientation.


Perception, vol 36 pp 808-820

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2006

Visual masking approaches to visual awareness

Stephen L. Macknik (2006)

In visual masking, visible targets are rendered invisible by modifying the context in which they are presented, but not by modifying the targets themselves. Here I summarize a decade of experimentation using visual masking illusions in which my colleagues and I have begun to establish the minimal set of conditions necessary to maintain the awareness of the visibility of simple unattended stimuli. We have established that spatiotemporal edges must be present for targets to be visible. These spatiotemporal edges must be encoded by transient bursts of spikes in the early visual system. If these bursts are inhibited, visibility fails. Target-correlated activity must rise within the visual hierarchy at least to the level of V3, and be processed within the occipital lobe, to achieve visibility. The specific circuits that maintain visibility are not yet known, but we have deduced that lateral inhibition plays a critical role in sculpting our perception of visibility, both by causing interactions between stimuli positioned across space, and also by shaping the responses to stimuli across time. Further, the studies have served to narrow the number of possible theories to explain visibility and visual masking. Finally, we have discovered that lateral inhibition builds iteratively in strength throughout the visual hierarchy, for both monoptic and dichoptic stimuli. Since binocular information is not integrated until inputs from the two eyes reach the primary visual cortex, it follows that the early visual areas contain differential levels of monoptic and dichoptic lateral inhibitions. We exploited this fact to discover that excitatory integration of binocular inputs occurs at an earlier level than interocular suppression. These findings are potentially fundamental to our understanding of all forms of binocular vision and to determining the role of binocular rivalry in visual awareness.


Progress in Brain Research, vol 155 pp 177-215

Visual perception (part II). Fundamentals of awareness, multi-sensory integration and high-order perception

Susana Martinez-Conde, Stephen L. Macknik, Luis M. Martinez, Jose-Manuel Alonso, Peter U. Tse (Editors) (2006)

This book presents a collection of articles reflecting state-of-the-art research in visual perception, specifically concentrating on neural correlates of perception. Each section addresses one of the main topics in vision research today. Part 2: Fundamentals of Awareness, Multi-Sensory Integration and High-Order Perception covers topics from filling-in to visual awareness to crossmodal interactions. A variety of methodological approaches are represented, including single-neuron recordings, fMRI and optical imaging, psychophysics, eye movement characterization and computational modelling. The contributions will provide the reader with a valuable perspective on the current status of vision research, and more importantly, with critical insight into future research directions and the discoveries yet to come. (Description by Amazon.com)


Progress in Brain Research, vol 155, Elsevier Science

Visual perception (part I). Fundamentals of vision: low and mid-level processes in perception

Susana Martinez-Conde, Stephen L. Macknik, Luis M. Martinez, Jose-Manuel Alonso, Peter U. Tse (Editors) (2006)

This book presents a collection of articles reflecting state-of-the-art research in visual perception, specifically concentrating on neural correlates of perception. Each section addresses one of the main topics in vision research today. Volume 1 Fundamentals of Vision: Low and Mid-Level Processes in Perception covers topics from receptive field analyses to shape perception and eye movements. A variety of methodological approaches are represented, including single-neuron recordings, fMRI and optical imaging, psychophysics, eye movement characterization and computational modelling. The contributions will provide the reader with a valuable perspective on the current status of vision research, and more importantly, with critical insight into future research directions and the discoveries yet to come. (Description by Amazon.com)


Progress in Brain Research, vol 154, Elsevier Science

Microsaccades counteract visual fading

Susana Martinez-Conde, Stephen L. Macknik, Xoana G. Troncoso and Thomas A. Dyar (2006)

Our eyes move continually, even while we fixate our gaze on an object. If fixational eye movements are counteracted, our perception of stationary objects fades completely, due to neural adaptation.Some studies have suggested that fixational microsaccades refresh retinal images, thereby preventing adaptation and fading. However, other studies disagree, and so the role of microsaccades remains unclear. Here, we correlate visibility during fixation to the occurrence of microsaccades. We asked subjects to indicate when Troxler fading of a peripheral target occurs, while simultaneously recording their eye movements with high precision. We found that before a fading period, the probability, rate, and magnitude of microsaccades decreased. Before transitions toward visibility, the probability, rate, and magnitude of microsaccades increased. These results reveal a direct link between suppression of microsaccades and fading and suggest a causal relationship between microsaccade production and target visibility during fixation.


Neuron, vol 49 pp 297-305

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2005

Visibility and visual masking of simple targets are confined to areas in the occipital cortex beyond human V1/V2

Peter U. Tse, Susana Martinez-Conde, Alexander A. Schlegel, Stephen L. Macknik (2005)

In visual masking, visible targets are rendered invisible by modifying the context in which they are presented, but not by modifying the targets themselves. Here, we localize the neuronal correlates of visual awareness in the human brain by using visual masking illusions. We compare monoptic visual masking activation, which we find within all retinotopic visual areas, with dichoptic masking activation, which we find only in those retinotopic areas downstream of V2. Because monoptic and dichoptic masking are equivalent in magnitude perceptually, the present results establish a lower bound for maintenance of visual awareness of simple unattended targets. Moreover, we find that awareness correlated circuits for simple targets are restricted to the occipital lobe. This finding provides evidence of an upper boundary in the visual hierarchy for visual awareness of simple unattended targets, thus constraining the location of circuits that maintain the visibility of simple targets to occipital areas beyond V1/V2


Proceedings of the National Academy of Sciences (USA), vol 102(47) pp 17178-17183

Novel visual illusions related to Vasarely's 'nested squares' show that corner salience varies with corner angle

Xoana G. Troncoso, Stephen L. Macknik and Susana Martinez-Conde (2005)

Vasarely's 'nested-squares' illusion shows that 90° corners can be more salient perceptually than straight edges. On the basis of this illusion we have developed a novel visual illusion, the 'Alternating Brightness Star', which shows that sharp corners are more salient than shallow corners (an effect we call 'corner angle salience variation') and that the same corner can be perceived as either bright or dark depending on the polarity of the angle (ie whether concave or convex: 'corner angle brightness reversal'). Here we quantify the perception of corner angle salience variation and corner angle brightness reversal effects in twelve naive human subjects, in a two-alternative forced-choice brightness discrimination task. The results show that sharp corners generate stronger percepts than shallow corners, and that corner gradients appear bright or dark depending on whether the corner is concave or convex. Basic computational models of center surround receptive fields predict the results to some degree, but not fully.


Perception, vol 34(4) pp 409-420

Modern imaging approaches in neuroscientific research

Stephen L. Macknik (2005)

Brain mapping techniques have come a long way since the first explorations with surface electrodes. This study examines some of the new electrophysiological and imaging techniques that have been developed in response to the demands of brain mapping. Our laboratory combines several of these techniques, including single-unit recording, fMRI, optical imaging, and in vivo two-photon microscopy, to map cortical circuits with high-resolution and in three dimensions. Long-term goals of this research include the development of novel microscopic imaging methods to help diagnose and treat diseases of the human cerebral cortex.


Barrow Quarterly, vol 21(3) pp 38-43.

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2004

Dichoptic visual masking reveals that early binocular neurons exhibit weak interocular suppression: implications for binocular vision and visual awareness

Stephen L. Macknik and Susana Martinez-Conde (2004)

Visual masking effects are illusions in which a target is rendered invisible by a mask, which can either overlap or not overlap the target spatially and/or temporally. These illusions provide a powerful tool to study visibility and consciousness, object grouping, brightness perception, and much more. As such, the physiological mechanisms underlying the perception of masking are critically important to our understanding of visibility. Several models that require cortical circuits have been proposed previously to explain the mysterious spatial and timing effects associated with visual masking. Here we describe single-unit physiological experiments from the awake monkey that show that visual masking occurs in at least two separate and independent circuits, one that is binocular and one that is monocular (possibly even subcortical), without feedback from higher-level visual brain areas. These and other results together fail to support models of masking that require circuits found only in the cortex, but support our proposed model that suggests that simple ubiquitous lateral inhibition may itself be the fundamental mechanism that explains visual masking across multiple levels in the brain. We also show that area V1 neurons are dichoptic in terms of excitation, but monoptic in terms of inhibition. That is, responses within area V1 binocular neurons reveal that excitation to monocular targets is inhibited strongly only by masks presented to the same eye, and not by masks presented to the opposite eye. These results lead us to redefine the model for the first stage of binocular processing in the visual system, and may be crucial to interpreting the effects of other similar binocular and dichoptic stimulation paradigms, such as the binocular rivalry family of illusions.


Journal of Cognitive Neuroscience, vol 16(6) pp 1049-1059

The spatial and temporal effects of lateral inhibitory networks and their relevance to the visibility of spatiotemporal edges

Stephen L. Macknik and Susana Martinez-Conde (2004)

The response dynamics of neurons in the visual pathway are driven, in part, by the dynamics of lateral inhibitory networks. Illusions of invisibility, such as the visual masking illusions, in addition to the dynamics of visibility itself, can be explained by the actions of such networks. Here we provide a descriptive model of a lateral inhibitory network in space and time. We provide physiological evidence that neurons in the early visual system of primates respond in a fashion predicted by these temporal dynamics. Furthermore, we discuss how the network predicts the existence of novel visual illusions and their physiological correlates.


Neurocomputing, vol 58-60 pp 775-782

The role of fixational eye movements in visual perception

Susana Martinez-Conde, Stephen L. Macknik and David H. Hubel (2004)

Our eyes continually move even while we fix our gaze on an object. Although these fixational eye movements have a magnitude that should make them visible to us, we are unaware of them. If fixational eye movements are counteracted, our visual perception fades completely as a result of neural adaptation. So, our visual system has a built-in paradox — we must fix our gaze to inspect the minute details of our world, but if we were to fixate perfectly, the entire world would fade from view. Owing to their role in counteracting adaptation, fixational eye movements have been studied to elucidate how the brain makes our environment visible. Moreover, because we are not aware of these eye movements, they have been studied to understand the underpinnings of visual awareness. Recent studies of fixational eye movements have focused on determining how visible perception is encoded by neurons in various visual areas of the brain.


Nature Reviews Neuroscience, vol 5 pp 229-240

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2002

The function of bursts of spikes during visual fixation in the awake primate lateral geniculate nucleus and primary visual cortex

Susana Martinez-Conde, Stephen L. Macknik and David H. Hubel(2002)

When images are stabilized on the retina, visual perception fades. During voluntary visual fixation, however, constantly occurring small eye movements, including microsaccades, prevent this fading. We previously showed that microsaccades generated bursty firing in the primary visual cortex (area V-1) in the presence of stationary stimuli. Here we examine the neural activity generated by microsaccades in the lateral geniculate nucleus (LGN), and in the area V-1 of the awake monkey, for various functionally relevant stimulus parameters. During visual fixation, microsaccades drove LGN neurons by moving their receptive fields across a stationary stimulus, offering a likely explanation of how microsaccades block fading during normal fixation. Bursts of spikes in the LGN and area V-1 were associated more closely than lone spikes with preceding microsaccades, suggesting that bursts are more reliable than are lone spikes as neural signals for visibility. In area V-1, microsaccadegenerated activity, and the number of spikes per burst, was maximal when the bar stimulus centered over a receptive field matched the cell’s optimal orientation. This suggested burst size as a neural code for stimuli optimality (and not solely stimuli visibility). As expected, burst size did not vary with stimulus orientation in the LGN. To address the effectiveness of microsaccades in generating neural activity, we compared activity correlated with microsaccades to activity correlated with flashing bars. Onset responses to flashes were about 7 times larger than the responses to the same stimulus moved across the cells’ receptive fields by microsaccades, perhaps because of the relative abruptness of flashes.


Proceedings of the National Academy of Sciences (USA), vol 99(21) pp 13920-13925

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2000

The role of spatiotemporal edges in visibility and visual masking

Stephen L. Macknik, Susana Martinez-Conde and Michael M. Haglund(2000)

What parts of a visual stimulus produce the greatest neural signal? Previous studies have explored this question and found that the onset of a stimulus’s edge is what excites early visual neurons most strongly. The role of inhibition at the edges of stimuli has remained less clear, however, and the importance of neural responses associated with the termination of stimuli has only recently been examined. Understanding all of these spatiotemporal parameters (the excitation and inhibition evoked by the stimulus’s onset and termination, as well as its spatial edges) is crucial if we are to develop a general principle concerning the relationship between neural signals and the parts of the stimulus that generate them. Here, we use visual masking illusions to explore this issue, in combination with human psychophysics, awake behaving primate neurophysiology in the lateral geniculate nucleus of the thalamus, and optical recording in the primary visual cortex of anesthetized monkeys. The edges of the stimulus, rather than its interior, generate the strongest excitatory and inhibitory responses both perceptually and physiologically. These edges can be imaged directly by using optical recording techniques. Excitation and inhibition are moreover most powerful when the stimulus turns both on and off (what might be thought of as the stimulus’s temporal edges). We thus conclude that there is a general principle that relates the generation of neural signals (excitatory and inhibitory) to the spatiotemporal edges of stimuli in the early visual system.


Proceedings of the National Academy of Sciences (USA) ,vol 97(13) pp 7556-7560

Microsaccadic eye movements and firing of single cells in the striate cortex of macaque monkeys

Susana Martinez-Conde, Stephen L. Macknik and David H. Hubel(2000)

When viewing a stationary object, we unconsciously make small, involuntary eye movements or ‘microsaccades’. If displacements of the retinal image are prevented, the image quickly fades from perception. To understand how microsaccades sustain perception, we studied their relationship to the firing of cells in primary visual cortex (V1). We tracked eye movements and recorded from V1 cells as macaque monkeys fixated. When an optimally oriented line was centered over a cell’s receptive field, activity increased after microsaccades. Moreover, microsaccades were better correlated with bursts of spikes than with either single spikes or instantaneous firing rate. These findings may help explain maintenance of perception during normal visual fixation.


Nature Neuroscience, vol 3(3) pp 251-258

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1999

Optical images of visible and invisible percepts in the primary visual cortex of primates

Stephen L. Macknik and Michael M. Haglund(1999)

We optically imaged a visual masking illusion in primary visual cortex (area V-1) of rhesus monkeys to ask whether activity in the early visual system more closely reflects the physical stimulus or the generated percept. Visual illusions can be a powerful way to address this question because they have the benefit of dissociating the stimulus from perception. We used an illusion in which a flickering target (a bar oriented in visual space) is rendered invisible by two counter-phase flickering bars, called masks, which flank and abut the target. The target and masks, when shown separately, each generated correlated activity on the surface of the cortex. During the illusory condition, however, optical signals generated in the cortex by the target disappeared although the image of the masks persisted. The optical image thus was correlated with perception but not with the physical stimulus.


Proceedings of the National Academy of Sciences (USA), vol 96(26) pp 15208-15210

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1998

Neuronal correlates of visibility and invisibility in the primate visual system

Stephen L. Macknik and Margaret S. Livingstone(1998)

A brief visual target stimulus may be rendered invisible if it is immediately preceded or followed by another stimulus. This class of illusions, known as visual masking, may allow insights into the neural mechanisms that underlie visual perception. We have therefore explored the temporal characteristics of masking illusions in humans, and compared them with corresponding neuronal responses in the primary visual cortex of awake and anesthetized monkeys. Stimulus parameters that in humans produce forward masking (in which the mask precedes the target) suppress the transient on-response to the target in monkey visual cortex. Those that produce backward masking (in which the mask comes after the target) inhibit the transient after-discharge, the excitatory response that occurs just after the disappearance of the target. These results suggest that, for targets that can be masked (those of short duration), the transient neuronal responses associated with onset and turning off of the target may be important in its visibility.


Nature Neuroscience, vol 1(2) pp 144-149

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