Publications
Peer-Reviewed Original Research
See Full list on Google Scholar and more on Research Gate.
He,. J. , Zhang, X., Shuo L., Alhamadani, A., Xiao, B., Lu, C-T (Accepted) CLUR: Uncertainty Estimation for Few-Shot Text Classification with Contrastive Learning. SIGKDD 2023
Liao, C, Sawayama, M, Xiao, B. (2023) Unsupervised learning reveals interpretable latent representations for translucency perception. PLOS Computational Biology. Feb 8, 2023.
Liao, C, Sawayama, M, Xiao, B. (2022) Crystal or Jelly? Effect of Color on the Perception of Translucent Materials with Photographs of Real-world Objects. Journal of Vision.
He,. J. , Xiao, B., Zhang, X., Shuo L. Wang, S, Huang, Q., Lu, C-T (2021) Reducing Noise Pixels and Metric Bias in Semantic Inpainting on Segmentation Map. Proceedings of IEEE ICCV 2021. Advances in Image Manipulation Workshop.
He,. J. Zhang, X., Shuo L. Wang, S, Huang, Q., Lu, C-T, Xiao, B. (2020) Semantic Editing On Segmentation Map Via Multi-Expansion Loss. Neurocomputing. 2010.08128
Aston S., Denisowa, K., Hurrlbert, A., Olkkonen,M., Pearce, B., Rudd, M, Werner, A., and Xiao, B. (2020). Exploring the Determinants of Color Perception Using #Thedress and Its Variants: The Role of Spatio-Chromatic Context, Chromatic Illumination, and Material– Light Interaction. Perception.
He, J., Zhang, X, Lei, S. Chen, Z, Chen, F, Alhamadani, A. Xiao. B and Lu, CT. (2020) Towards More Accurate Uncertainty Estimation In Text Classification. EMNLP 2020.
Xiao, B. Zhao, S. Gkioulekas, I, Bi, W. and Bala, K. (2020). Effect of Geometric Sharpness on Translucent Material Perception. Journal of Vision.
Bi, WY, Jin, P, Nienborg, H, and Xiao, B. (2019) Manipulating patterns of dynamic deformations alters the impression of cloth with varying stiffness. Journal of Vision, 2019. PDF.
Wijntes M., Xiao, B. and Volcic, R. (2019). Visual communication of how fabrics feel. Journal of Vision, 19(4), 2019. PDF.
Bi, WY., Newport, J. Xiao, B. (2018). Interaction between static visual cues and force-feedback on the perception of mass of virtual objects. ACM Symposium of Applied Perception (SAP'), Vancouver, US, 2018. PDF.
Bi, WY, Jin,P. Nienborg, H and Xiao, B. (2018). Estimating mechanical properties of cloth from videos using dense motion trajectories: human psychophysics and machine learning. Journal of Vision, 18(5), 12-12. PDF, Project Github.
Bi, WY, and Xiao, B. (2016). Perceptual inference of mechanical properties of fabrics in dynamic scenes. ACM Symposium of Applied Perception (SAP 2016). PDF Project Github.
Xiao, B., Bi, W.Y., Jia, X-D, Wei, HH, and Adelson, E. (2016). Can you see what you feel? Color and folding properties affects visual-tactile material discrimination of fabrics. Journal of Vision. PDF. Project Page.
Heasly, B.S., Cottaris, N.P., Lichtman, D.P., Xiao, B., Brainard, D.H. (2014). RenderToolbox3:MATLAB tools that facilitate physically-based stimulus rendering for vision research. Journal of Vision, Vol. 14, 2. PDF. GitHub.
Xiao, B., Walter, B.W., Gkioulekas, I., Zickler, T., Adelson, E, and Bala, K. (2014). Looking against the light: how perception of translucency depends on lighting direction. Journal of Vision. 14(3): 17. PDF
Akkayanak, D. Treibitz, T., Xiao,B.,Gurkan, U.A., Allen, J.J.,Demirci, U., and Hanlon, R. (2014). Use of commercial off the shelf (COTS) digital cameras for scientific data acquisition and scene-specific color calibration. Journal of Optical Society of America A (JOSA A), Vol. 31, Issue 2, pp. 312-321. PDF, Online, MATLAB code.
Bouman, KL., Xiao,B., Battaglia, P., and Freeman, WT. (2013). Estimating the Material Properties of Fabrics From Video. International conference on computer vision (ICCV), 2013. PDF Video Datasets.
Gkioulekas, I., Xiao,B., Zhao, S., Adelson, E.H., Zickler, T., and Bala, K.(2013). Understanding the Role of Phase Function in Translucent Appearance. ACM Transactions on graphics (TOG). Volume 32, Issue 5. PDF, Supplemental Materials, Media coverage. This work was presented at SIGGRAPH 2013.
Xiao, B., Hurst, B., MacIntyer, L. and Brainard, D.H. (2012). The Color Constancy of Three-Dimensional Objects. Journal of Vision,12(4):6. PDF Supplemental Materials.
Xiao, B. and Wade, A.R. (2010). Measurements of Long-range suppression in human opponent S-cone and achromatic luminance channels. Journal of Vision 10(13):10. PDF
Xiao, B. and Brainard, D.H.(2008). Surface gloss and color perception of 3D objects. Visual Neuroscience, 25:371-385. PDF Supplemental Materials.
Xiao, B. and Brainard, D.H. (2006). Color Perception of 3D objects: constancy with respect to variation of surface gloss. Proceedings of ACM Symposium on Applied Perception in Graphics and Visualization (APGV06), 63-68. PDF
Brainard, D.H., Longere, P., Delahunt, P.B., Freeman, W.T., Kraft, J.M., and Xiao, B. (2006). Bayesian model of human color constancy. Journal of Vision, 6, 1277-1281. PDF
Book Chapter
Xiao, B. (2016). Color Constancy, Encyclopedia of Color Science and Technology. Luo, Ronnier (Ed.) Springer. PDF. Publisher Website.