Matches in SemOpenAlex for { <https://semopenalex.org/work/W3184973592> ?p ?o ?g. }
- W3184973592 endingPage "16" @default.
- W3184973592 startingPage "1" @default.
- W3184973592 abstract "Material appearance hinges on material reflectance properties but also surface geometry and illumination. The unlimited number of potential combinations between these factors makes understanding and predicting material appearance a very challenging task. In this work, we collect a large-scale dataset of perceptual ratings of appearance attributes with more than 215,680 responses for 42,120 distinct combinations of material, shape, and illumination. The goal of this dataset is twofold. First, we analyze for the first time the effects of illumination and geometry in material perception across such a large collection of varied appearances. We connect our findings to those of the literature, discussing how previous knowledge generalizes across very diverse materials, shapes, and illuminations. Second, we use the collected dataset to train a deep learning architecture for predicting perceptual attributes that correlate with human judgments. We demonstrate the consistent and robust behavior of our predictor in various challenging scenarios, which, for the first time, enables estimating perceived material attributes from general 2D images. Since our predictor relies on the final appearance in an image, it can compare appearance properties across different geometries and illumination conditions. Finally, we demonstrate several applications that use our predictor, including appearance reproduction using 3D printing, BRDF editing by integrating our predictor in a differentiable renderer, illumination design, or material recommendations for scene design." @default.
- W3184973592 created "2021-08-02" @default.
- W3184973592 creator A5005460704 @default.
- W3184973592 creator A5016434967 @default.
- W3184973592 creator A5042102904 @default.
- W3184973592 creator A5055838753 @default.
- W3184973592 creator A5058028526 @default.
- W3184973592 creator A5067483347 @default.
- W3184973592 creator A5069358072 @default.
- W3184973592 date "2021-07-19" @default.
- W3184973592 modified "2023-09-27" @default.
- W3184973592 title "The effect of shape and illumination on material perception" @default.
- W3184973592 cites W1945935723 @default.
- W3184973592 cites W1972953634 @default.
- W3184973592 cites W1977437957 @default.
- W3184973592 cites W1978331629 @default.
- W3184973592 cites W1980885533 @default.
- W3184973592 cites W1982386826 @default.
- W3184973592 cites W1984601270 @default.
- W3184973592 cites W1985563400 @default.
- W3184973592 cites W1987378074 @default.
- W3184973592 cites W1987983445 @default.
- W3184973592 cites W1989646269 @default.
- W3184973592 cites W2005524596 @default.
- W3184973592 cites W2006130539 @default.
- W3184973592 cites W2021105734 @default.
- W3184973592 cites W2032038691 @default.
- W3184973592 cites W2037131007 @default.
- W3184973592 cites W2048727270 @default.
- W3184973592 cites W2048836889 @default.
- W3184973592 cites W2057565177 @default.
- W3184973592 cites W2057788268 @default.
- W3184973592 cites W2066069710 @default.
- W3184973592 cites W2068779752 @default.
- W3184973592 cites W2072144633 @default.
- W3184973592 cites W2076226401 @default.
- W3184973592 cites W2082157428 @default.
- W3184973592 cites W2089218882 @default.
- W3184973592 cites W2094872233 @default.
- W3184973592 cites W2100943169 @default.
- W3184973592 cites W2105229548 @default.
- W3184973592 cites W2108802117 @default.
- W3184973592 cites W2109452278 @default.
- W3184973592 cites W2117470435 @default.
- W3184973592 cites W2122195876 @default.
- W3184973592 cites W2137018950 @default.
- W3184973592 cites W214995755 @default.
- W3184973592 cites W2151045871 @default.
- W3184973592 cites W2163369342 @default.
- W3184973592 cites W2166150182 @default.
- W3184973592 cites W2167033949 @default.
- W3184973592 cites W2170371392 @default.
- W3184973592 cites W2199106839 @default.
- W3184973592 cites W2240434622 @default.
- W3184973592 cites W2244684328 @default.
- W3184973592 cites W2400269077 @default.
- W3184973592 cites W2573918363 @default.
- W3184973592 cites W2618526568 @default.
- W3184973592 cites W2729734103 @default.
- W3184973592 cites W2734409130 @default.
- W3184973592 cites W2796352538 @default.
- W3184973592 cites W2798280964 @default.
- W3184973592 cites W2902979570 @default.
- W3184973592 cites W2903042180 @default.
- W3184973592 cites W2903531542 @default.
- W3184973592 cites W2904571634 @default.
- W3184973592 cites W2964248360 @default.
- W3184973592 cites W2964339340 @default.
- W3184973592 cites W2967289914 @default.
- W3184973592 cites W2971337459 @default.
- W3184973592 cites W2985928608 @default.
- W3184973592 cites W2986023562 @default.
- W3184973592 cites W3005895305 @default.
- W3184973592 cites W3019804558 @default.
- W3184973592 cites W3027907965 @default.
- W3184973592 cites W3042293135 @default.
- W3184973592 cites W3044844975 @default.
- W3184973592 cites W3065827440 @default.
- W3184973592 cites W3100610599 @default.
- W3184973592 cites W3125737751 @default.
- W3184973592 cites W3127525130 @default.
- W3184973592 cites W4245197649 @default.
- W3184973592 cites W4246951963 @default.
- W3184973592 cites W4249744182 @default.
- W3184973592 cites W2055954575 @default.
- W3184973592 doi "https://doi.org/10.1145/3450626.3459813" @default.
- W3184973592 hasPublicationYear "2021" @default.
- W3184973592 type Work @default.
- W3184973592 sameAs 3184973592 @default.
- W3184973592 citedByCount "9" @default.
- W3184973592 countsByYear W31849735922022 @default.
- W3184973592 countsByYear W31849735922023 @default.
- W3184973592 crossrefType "journal-article" @default.
- W3184973592 hasAuthorship W3184973592A5005460704 @default.
- W3184973592 hasAuthorship W3184973592A5016434967 @default.
- W3184973592 hasAuthorship W3184973592A5042102904 @default.
- W3184973592 hasAuthorship W3184973592A5055838753 @default.
- W3184973592 hasAuthorship W3184973592A5058028526 @default.