{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T02:32:49Z","timestamp":1790821969530,"version":"4.1.0"},"reference-count":35,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,6,10]],"date-time":"2025-06-10T00:00:00Z","timestamp":1749513600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,6,10]],"date-time":"2025-06-10T00:00:00Z","timestamp":1749513600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,6,10]]},"DOI":"10.1109\/cvpr52734.2025.00899","type":"proceedings-article","created":{"date-parts":[[2025,8,13]],"date-time":"2025-08-13T17:26:42Z","timestamp":1755106002000},"page":"9621-9630","source":"Crossref","is-referenced-by-count":3,"title":["Perceptual Inductive Bias Is What You Need Before Contrastive Learning"],"prefix":"10.1109","author":[{"given":"Junru","family":"Zhao","sequence":"first","affiliation":[{"name":"Carnegie Mellon University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tianqin","family":"Li","sequence":"additional","affiliation":[{"name":"Carnegie Mellon University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dunhan","family":"Jiang","sequence":"additional","affiliation":[{"name":"Carnegie Mellon University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shenghao","family":"Wu","sequence":"additional","affiliation":[{"name":"Carnegie Mellon University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alan","family":"Ramirez","sequence":"additional","affiliation":[{"name":"Carnegie Mellon University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tai Sing","family":"Lee","sequence":"additional","affiliation":[{"name":"Carnegie Mellon University"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511984037.014"},{"key":"ref2","article-title":"Recovering intrinsic scene characteristics","volume":"2","author":"Barrow","year":"1978","journal-title":"Comput. vis. syst"},{"key":"ref3","article-title":"Unsupervised learning of visual features by contrasting cluster assignments","author":"Caron","year":"2021"},{"key":"ref4","first-page":"1597","article-title":"A simple framework for contrastive learning of visual representations","volume-title":"International conference on machine learning","author":"Chen"},{"key":"ref5","first-page":"215","article-title":"An analysis of single-layer networks in unsupervised feature learning","volume-title":"Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics","author":"Coates"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.2511-08.2008"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2009.5206848"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1167\/9.7.7"},{"key":"ref9","article-title":"Are vision language models texture or shape biased and can we steer them?","author":"Gavrikov","year":"2024"},{"key":"ref10","article-title":"On the surprising similarities between supervised and self-supervised models","author":"Geirhos","year":"2020"},{"key":"ref11","first-page":"23885","article-title":"Partial success in closing the gap between human and machine vision","volume-title":"Advances in Neural Information Processing Systems","author":"Geirhos"},{"key":"ref12","first-page":"23885","article-title":"Partial success in closing the gap between human and machine vision","volume":"34","author":"Geirhos","year":"2021","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref13","article-title":"Imagenet-trained cnns are biased towards texture; increasing shape bias improves accuracy and robustness","author":"Geirhos","year":"2022"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-8624.2004.00728.x"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2009.5459428"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00975"},{"key":"ref18","article-title":"Intriguing properties of generative classifiers","author":"Jaini","year":"2024"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.15-02-01605.1995"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1038\/scientificamerican1277-108"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v36i11.21633"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1016\/S0042-6989(97)00464-1"},{"key":"ref23","article-title":"Prototypical contrastive learning of unsupervised representations","volume-title":"ICLR","author":"Li"},{"key":"ref24","article-title":"Emergence of shape bias in convolutional neural networks through activation sparsity","author":"Li","year":"2023"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/2.36"},{"key":"ref26","article-title":"Intriguing properties of vision transformers","author":"Naseer","year":"2021"},{"key":"ref27","first-page":"4489","article-title":"Unsupervised learning of dense visual representations","volume":"33","author":"Pinheiro","year":"2020","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/iccvw.2019.00186"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1068\/p5825"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00304"},{"key":"ref31","article-title":"Does resistance to style-transfer equal shape bias? evaluating shape bias by distorted shape","author":"Wen","year":"2023"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr.2018.00393"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2023\/188"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.20-17-06594.2000"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.16-22-07376.1996"}],"event":{"name":"2025 IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR)","location":"Nashville, TN, USA","start":{"date-parts":[[2025,6,10]]},"end":{"date-parts":[[2025,6,17]]}},"container-title":["2025 IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11091818\/11091608\/11094521.pdf?arnumber=11094521","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,15]],"date-time":"2025-08-15T04:50:23Z","timestamp":1755233423000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11094521\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,6,10]]},"references-count":35,"URL":"https:\/\/doi.org\/10.1109\/cvpr52734.2025.00899","relation":{},"subject":[],"published":{"date-parts":[[2025,6,10]]}}}