ArticleJournal of vision2014
RenderToolbox3: MATLAB tools that facilitate physically based stimulus rendering for vision research.
Article in Journal of vision, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05004649 (The Effects of Stimulus Variability in Natural Visual Scenes), which is not on this map. Cited by 19 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
The Effects of Stimulus Variability in Natural Visual Scenes
Who cites it
19 citing papers in PubMed.
- Predicting visual field boundaries from head features.Journal of the Optical Society of America. A, Optics, image science, and vision · 2025Article
- The effect of illumination cues on color constancy in simultaneous identification of illumination and reflectance changes.Journal of vision · 2025Article
- Alignment of color discrimination in humans and image segmentation networks.Frontiers in psychology · 2024Article
- Modeling surface color discrimination under different lighting environments using image chromatic statistics and convolutional neural networks.Journal of the Optical Society of America. A, Optics, image science, and vision · 2023Article
- Equivalent noise characterization of human lightness constancy.Journal of vision · 2022Article
- Low level visual features support robust material perception in the judgement of metallicity.Scientific reports · 2021Article
- Spatial Frequency Effective for Increasing Perceived Glossiness by Contrast Enhancement.Frontiers in psychology · 2021Article
- The relative contribution of color and material in object selection.PLoS computational biology · 2019Article
- Computational luminance constancy from naturalistic images.Journal of vision · 2018Article
- The perception of colour and material in naturalistic tasks.Interface focus · 2018Review
- Discrimination of spectral reflectance under environmental illumination.Journal of the Optical Society of America. A, Optics, image science, and vision · 2018Article
- Illumination discrimination in real and simulated scenes.Journal of vision · 2016Article
- The nature of instructional effects in color constancy.Journal of experimental psychology. Human perception and performance · 2016Article
- Low levels of specularity support operational color constancy, particularly when surface and illumination geometry can be inferred.Journal of the Optical Society of America. A, Optics, image science, and vision · 2016Article
- Color constancy supports cross-illumination color selection.Journal of vision · 2015Article
- Color constancy in a naturalistic, goal-directed task.Journal of vision · 2015Article
- Perceiving gloss through transparency.i-PerceptionArticle
- Lightness Discrimination Depends More on Bright Rather Than Shaded Regions of Three-Dimensional Objects.i-PerceptionArticle
- Article
Corrections and comments
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Authors and funding
5 authors.
Funding
Abstract
RenderToolbox3 provides MATLAB utilities and prescribes a workflow that should be useful to researchers who want to employ graphics in the study of vision and perhaps in other endeavors as well. In particular, RenderToolbox3 facilitates rendering scene families in which various scene attributes and renderer behaviors are manipulated parametrically, enables spectral specification of object reflectance and illuminant spectra, enables the use of physically based material specifications, helps validate renderer output, and converts renderer output to physical units of radiance. This paper describes the design and functionality of the toolbox and discusses several examples that demonstrate its use. We have designed RenderToolbox3 to be portable across computer hardware and operating systems and to be free and open source (except for MATLAB itself). RenderToolbox3 is available at https://github.com/DavidBrainard/RenderToolbox3.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.