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Encoding models have as their objective to predict neural responses to naturalistic stimuli with the aim of elucidating how sensory information is represented in the brain. This prediction is achieved by representing the stimulus in terms…

神经元与认知 · 定量生物学 2015-10-19 Umut Güçlü , Marcel A. J. van Gerven

The semantic knowledge stored in our brains can be accessed from different stimulus modalities. For example, a picture of a cat and the word "cat" both engage similar conceptual representations. While existing research has found evidence…

神经元与认知 · 定量生物学 2026-05-25 Julien Dirani , Liina Pylkkänen

Quantitative modeling of human brain activity based on language representations has been actively studied in systems neuroscience. However, previous studies examined word-level representation, and little is known about whether we could…

计算机视觉与模式识别 · 计算机科学 2018-02-08 Eri Matsuo , Ichiro Kobayashi , Shinji Nishimoto , Satoshi Nishida , Hideki Asoh

Now published in Nature Human Behavior doi: https://doi.org/10.1038/s41562-025-02252-z Human vision is mediated by a complex interconnected network of cortical brain areas that jointly represent visual information. While these areas are…

神经元与认知 · 定量生物学 2025-06-26 Alessandro T. Gifford , Maya A. Jastrzębowska , Johannes J. D. Singer , Radoslaw M. Cichy

The study of the visual system of the brain has attracted the attention and interest of many neuro-scientists, that derived computational models of some types of neuron that compose it. These findings inspired researchers in image…

计算机视觉与模式识别 · 计算机科学 2021-03-03 Nicola Strisciuglio

Decoding visual experience from brain signals offers exciting possibilities for neuroscience and interpretable AI. While EEG is accessible and temporally precise, its limitations in spatial detail hinder image reconstruction. Our model…

计算机视觉与模式识别 · 计算机科学 2025-07-11 Arshak Rezvani , Ali Akbari , Kosar Sanjar Arani , Maryam Mirian , Emad Arasteh , Martin J. McKeown

Humans can covertly track the position of an object, even if the object is temporarily occluded. What are the neural mechanisms underlying our capacity to track moving objects when there is no physical stimulus for the brain to track? One…

神经元与认知 · 定量生物学 2020-11-13 Amanda K. Robinson , Tijl Grootswagers , Sophia M. Shatek , Jack Gerboni , Alex Holcombe , Thomas A. Carlson

Comparing information structures in between deep neural networks (DNNs) and the human brain has become a key method for exploring their similarities and differences. Recent research has shown better alignment of vision-language DNN models,…

神经元与认知 · 定量生物学 2026-03-19 Haoyang Chen , Bo Liu , Shuyue Wang , Xiaosha Wang , Wenjuan Han , Yixin Zhu , Xiaochun Wang , Yanchao Bi

Visual perception is critically influenced by the focus of attention. Due to limited resources, it is well known that neural representations are biased in favor of attended locations. Using concurrent eye-tracking and functional Magnetic…

计算机视觉与模式识别 · 计算机科学 2020-10-02 Meenakshi Khosla , Gia H. Ngo , Keith Jamison , Amy Kuceyeski , Mert R. Sabuncu

We study the problem of concept induction in visual reasoning, i.e., identifying concepts and their hierarchical relationships from question-answer pairs associated with images; and achieve an interpretable model via working on the induced…

计算机视觉与模式识别 · 计算机科学 2021-08-25 Zhonghao Wang , Kai Wang , Mo Yu , Jinjun Xiong , Wen-mei Hwu , Mark Hasegawa-Johnson , Humphrey Shi

The thalamus is the major gate to the cortex and its control over cortical responses is well established. Cortical feedback to the thalamus is, in turn, the anatomically dominant input to relay cells, yet its influence on thalamic…

生物物理 · 物理学 2007-05-23 Ulrich Hillenbrand , J. Leo van Hemmen

Two prominent strategies that the human visual system uses to reduce incoming information are spatial integration and selective attention. Although spatial integration summarizes and combines information over the visual field, selective…

神经元与认知 · 定量生物学 2019-06-28 Alessandro Grillini , Remco J. Renken , Frans W. Cornelissen

Negative afterimage appears in our vision when we shift our gaze from an over stimulated original image to a new area with a uniform color. The colors of negative afterimages differ from the old stimulating colors in the original image when…

计算机视觉与模式识别 · 计算机科学 2017-09-15 Jinhui Yu , Kailin Wu , Kang Zhang , Xianjun Sam Zheng

Seeing is believing, however, the underlying mechanism of how human visual perceptions are intertwined with our cognitions is still a mystery. Thanks to the recent advances in both neuroscience and artificial intelligence, we have been able…

图像与视频处理 · 电气工程与系统科学 2023-08-17 Yu-Ting Lan , Kan Ren , Yansen Wang , Wei-Long Zheng , Dongsheng Li , Bao-Liang Lu , Lili Qiu

Neural networks modularity is a major challenge for the development of control circuits of neural activity. Under physiological limitations, the accessible regions for external stimulation are possibly different from the functionally…

神经元与认知 · 定量生物学 2018-02-23 Hanna Keren , Johannes Partzsch , Shimon Marom , Christian Mayr

Humans show language-biased image recognition for a word-embedded image, known as picture-word interference. Such interference depends on hierarchical semantic categories and reflects that human language processing highly interacts with…

计算机视觉与模式识别 · 计算机科学 2022-03-15 Yoann Lemesle , Masataka Sawayama , Guillermo Valle-Perez , Maxime Adolphe , Hélène Sauzéon , Pierre-Yves Oudeyer

Learned dynamic weighting of the conditioning signal (attention) has been shown to improve neural language generation in a variety of settings. The weights applied when generating a particular output sequence have also been viewed as…

计算与语言 · 计算机科学 2019-11-12 Philipp Sadler , Tatjana Scheffler , David Schlangen

Some visual search tasks require to memorize the location of stimuli that have been previously scanned. Considerations about the eye movements raise the question of how we are able to maintain a coherent memory, despite the frequent…

神经与进化计算 · 计算机科学 2016-08-16 Jérémy Fix , Julien Vitay , Nicolas Rougier

This paper investigates the intricate connection between visual perception and the mathematical modeling of neural activity in the primary visual cortex (V1). The focus is on modeling the visual MacKay effect [D. M. MacKay, Nature, 180…

最优化与控制 · 数学 2024-08-05 Cyprien Tamekue , Dario Prandi , Yacine Chitour

The traditional view of neural computation in the cerebral cortex holds that sensory neurons are specialized, i.e., selective for certain dimensions of sensory stimuli. This view was challenged by evidence of contextual interactions between…

神经元与认知 · 定量生物学 2022-04-26 Sergei Gepshtein , Ambarish Pawar , Sunwoo Kwon , Sergey Savel'ev , Thomas D. Albright
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