Partial success in closing the gap between human and machine vision
A few years ago, the first CNN surpassed human performance on ImageNet. However, it
soon became clear that machines lack robustness on more challenging test cases, a major …
soon became clear that machines lack robustness on more challenging test cases, a major …
Measuring and modeling visual appearance
LT Maloney, K Knoblauch - Annual Review of Vision Science, 2020 - annualreviews.org
In studying visual perception, we seek to develop models of processing that accurately
predict perceptual judgments. Much of this work is focused on judgments of discrimination …
predict perceptual judgments. Much of this work is focused on judgments of discrimination …
Exemplary natural images explain CNN activations better than state-of-the-art feature visualization
J Borowski, RS Zimmermann, J Schepers… - arXiv preprint arXiv …, 2020 - arxiv.org
Feature visualizations such as synthetic maximally activating images are a widely used
explanation method to better understand the information processing of convolutional neural …
explanation method to better understand the information processing of convolutional neural …
Estimating the perceived dimension of psychophysical stimuli using triplet accuracy and hypothesis testing
Vision researchers are interested in mapping complex physical stimuli to perceptual
dimensions. Such a mapping can be constructed using multidimensional psychophysical …
dimensions. Such a mapping can be constructed using multidimensional psychophysical …
Informing Machine Perception With Psychophysics
J Dulay, S Poltoratski, TS Hartmann… - Proceedings of the …, 2024 - ieeexplore.ieee.org
Gustav Fechner's 1860 delineation of psychophysics, the measurement of sensation in
relation to its stimulus, is widely considered to be the advent of modern psychological …
relation to its stimulus, is widely considered to be the advent of modern psychological …
Perceptual dimensions of wood materials
Materials exhibit an extraordinary range of visual appearances. Characterizing and
quantifying appearance is important not only for basic research on perceptual mechanisms …
quantifying appearance is important not only for basic research on perceptual mechanisms …
[PDF][PDF] Gloss discrimination: Towards an image-based perceptual model
Gloss is typically considered the perceptual counterpart of a surface's specular reflectance
characteristics, much as color is the perceptual counterpart of a surface's diffuse reflectance …
characteristics, much as color is the perceptual counterpart of a surface's diffuse reflectance …
[PDF][PDF] Sketch and test: Visual crowd research using p5. js
MWA Wijntjes, M van Zuijlen - arXiv preprint arXiv:2004.08198, 2020 - researchgate.net
Designing visual crowd experiments requires both control and versatility. While behavioural
and computer sciences have produced a fair number of tools facilitating this process, a gap …
and computer sciences have produced a fair number of tools facilitating this process, a gap …
Sketch-and-test: picture-centered research with p5. js assisted crowdsourcing
MWA Wijntjes, M van Zuijlen - arXiv preprint arXiv:2004.08198, 2020 - arxiv.org
Relating human judgements to pictures is central to a wide variety of scientific disciplines.
Pictures are used to evoke and study faculties of the human mind, while human input is used …
Pictures are used to evoke and study faculties of the human mind, while human input is used …
[引用][C] Estimating the perceived dimension of psychophysical stimuli
DE Künstle, U von Luxburg, FA Wichmann - 2022 - europepmc.org
Vision researchers are interested in mapping complex physical stimuli to perceptual
dimensions. Such a mapping can be constructed using multidimensional psychophysical …
dimensions. Such a mapping can be constructed using multidimensional psychophysical …