CASTing Your Model: Learning to Localize Improves Self-Supervised Representations

8 December 2020

Ramprasaath R. Selvaraju

Papers citing "CASTing Your Model: Learning to Localize Improves Self-Supervised Representations"

50 / 57 papers shown

Title
PP-SSL : Priority-Perception Self-Supervised Learning for Fine-Grained Recognition ShuaiHeng Li Qing Cai Fan Zhang M. Zhang Yangyang Shu Z. Liu H. Li Lingqiao Liu 71 0 0 28 Nov 2024
CNN Explainability with Multivector Tucker Saliency Maps for Self-Supervised Models Aymene Mohammed Bouayed Samuel Deslauriers-Gauthier Adrian Iaccovelli D. Naccache 25 0 0 30 Oct 2024
Self-Supervised Learning for Real-World Object Detection: a Survey Alina Ciocarlan Sidonie Lefebvre S. L. Hégarat-Mascle Arnaud Woiselle ObjD 34 0 0 09 Oct 2024
PooDLe: Pooled and dense self-supervised learning from naturalistic videos Alex N. Wang Christopher Hoang Yuwen Xiong Yann LeCun Mengye Ren 68 0 0 20 Aug 2024
On Learning Discriminative Features from Synthesized Data for Self-Supervised Fine-Grained Visual Recognition Zihu Wang Lingqiao Liu Scott Ricardo Figueroa Weston Samuel Tian Peng Li 29 2 0 19 Jul 2024
Understanding Hyperbolic Metric Learning through Hard Negative Sampling Yun Yue Fangzhou Lin Guanyi Mou Ziming Zhang SSL 30 1 0 23 Apr 2024
GenView: Enhancing View Quality with Pretrained Generative Model for Self-Supervised Learning Xiaojie Li Yibo Yang Xiangtai Li Jianlong Wu Yue Yu Bernard Ghanem Min Zhang SSL 32 6 0 18 Mar 2024
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation Chanyoung Kim Woojung Han Dayun Ju Seong Jae Hwang 29 10 0 03 Mar 2024
Attention to detail: inter-resolution knowledge distillation Rocío del Amor Julio Silva-Rodríguez Adrián Colomer Valery Naranjo 28 0 0 11 Jan 2024
Mining Gaze for Contrastive Learning toward Computer-Assisted Diagnosis Zihao Zhao Sheng Wang Qian Wang Dinggang Shen MedIm 28 5 0 11 Dec 2023
Understanding Self-Supervised Features for Learning Unsupervised Instance Segmentation Paul Engstler Luke Melas-Kyriazi Christian Rupprecht Iro Laina SSL 20 3 0 24 Nov 2023
Mitigating Bias: Enhancing Image Classification by Improving Model Explanations Raha Ahmadi Mohammad Javad Rajabi Mohammad Khalooiem Mohammad Sabokrou 24 0 0 04 Jul 2023
Learning with Difference Attention for Visually Grounded Self-supervised Representations Aishwarya Agarwal Srikrishna Karanam Balaji Vasan Srinivasan 21 1 0 26 Jun 2023
Learning Better Contrastive View from Radiologist's Gaze Sheng Wang Zixu Zhuang Xi Ouyang Lichi Zhang Zheren Li Chong Ma Tianming Liu Dinggang Shen Qian Wang MedIm 26 2 0 15 May 2023
CLIP-S $^4$ : Language-Guided Self-Supervised Semantic Segmentation Wenbin He Suphanut Jamonnak Liangke Gou Liu Ren VLM 38 31 0 01 May 2023
Boosting Video Object Segmentation via Space-time Correspondence Learning Yurong Zhang Liulei Li Wenguan Wang Rong Xie Li-Na Song Wenjun Zhang VOS 22 32 0 13 Apr 2023
CrOC: Cross-View Online Clustering for Dense Visual Representation Learning Thomas Stegmüller Tim Lebailly Behzad Bozorgtabar Tinne Tuytelaars Jean-Philippe Thiran 26 15 0 23 Mar 2023
Correlational Image Modeling for Self-Supervised Visual Pre-Training Wei Li Jiahao Xie Chen Change Loy SSL 22 10 0 22 Mar 2023
Learning Common Rationale to Improve Self-Supervised Representation for Fine-Grained Visual Recognition Problems Yangyang Shu A. Hengel Lingqiao Liu SSL 28 14 0 03 Mar 2023
Learning Visual Representations via Language-Guided Sampling Mohamed El Banani Karan Desai Justin Johnson SSL VLM 11 28 0 23 Feb 2023
Saliency Guided Contrastive Learning on Scene Images Meilin Chen Yizhou Wang Shixiang Tang Feng Zhu Haiyang Yang Lei Bai Rui Zhao Donglian Qi Wanli Ouyang SSL 19 1 0 22 Feb 2023
Anatomical Invariance Modeling and Semantic Alignment for Self-supervised Learning in 3D Medical Image Analysis Yankai Jiang Ming Sun Heng Guo Xiaoyu Bai K. Yan Le Lu Minfeng Xu MedIm 29 20 0 11 Feb 2023
Contrastive View Design Strategies to Enhance Robustness to Domain Shifts in Downstream Object Detection Kyle Buettner Adriana Kovashka 22 2 0 09 Dec 2022
Hyperbolic Contrastive Learning for Visual Representations beyond Objects Songwei Ge Shlok Kumar Mishra Simon Kornblith Chun-Liang Li David Jacobs OCL SSL 14 51 0 01 Dec 2022
Copy-Pasting Coherent Depth Regions Improves Contrastive Learning for Urban-Scene Segmentation Liang Zeng A. Lengyel Nergis Tomen J. C. V. Gemert AI4TS 19 0 0 25 Nov 2022
Towards Efficient and Effective Self-Supervised Learning of Visual Representations Sravanti Addepalli Kaushal Bhogale Priyam Dey R. Venkatesh Babu SSL 10 8 0 18 Oct 2022
Learning Hierarchical Image Segmentation For Recognition and By Recognition Tsung-Wei Ke Sangwoo Mo Stella X. Yu VLM 27 9 0 01 Oct 2022
Refine and Represent: Region-to-Object Representation Learning Akash Gokul Konstantinos Kallidromitis Shufang Li Yu Kato Kazuki Kozuka Trevor Darrell Colorado Reed SSeg 27 5 0 25 Aug 2022
On the robustness of self-supervised representations for multi-view object classification David Torpey Richard Klein SSL 11 1 0 27 Jul 2022
Improving Visual Grounding by Encouraging Consistent Gradient-based Explanations Ziyan Yang Kushal Kafle Franck Dernoncourt Vicente Ordónez Román VLM 23 19 0 30 Jun 2022
MSR: Making Self-supervised learning Robust to Aggressive Augmentations Ying-Long Bai Erkun Yang Zhaoqing Wang Yuxuan Du Bo Han Cheng Deng Dadong Wang Tongliang Liu SSL 23 3 0 04 Jun 2022
Self-Supervised Visual Representation Learning with Semantic Grouping Xin Wen Bingchen Zhao Anlin Zheng X. Zhang Xiaojuan Qi SSL 117 71 0 30 May 2022
Architecture-Agnostic Masked Image Modeling -- From ViT back to CNN Siyuan Li Di Wu Fang Wu Lei Shang Stan.Z.Li 32 48 0 27 May 2022
Unsupervised Hierarchical Semantic Segmentation with Multiview Cosegmentation and Clustering Transformers Tsung-Wei Ke Jyh-Jing Hwang Yunhui Guo Xudong Wang Stella X. Yu 16 47 0 25 Apr 2022
Can domain adaptation make object recognition work for everyone? Viraj Prabhu Ramprasaath R. Selvaraju Judy Hoffman Nikhil Naik OOD 16 8 0 23 Apr 2022
Dense Siamese Network for Dense Unsupervised Learning Wenwei Zhang Jiangmiao Pang Kai-xiang Chen Chen Change Loy 23 12 0 21 Mar 2022
CYBORGS: Contrastively Bootstrapping Object Representations by Grounding in Segmentation Renhao Wang Hang Zhao Yang Gao SSL 18 1 0 17 Mar 2022
UniVIP: A Unified Framework for Self-Supervised Visual Pre-training Zhaowen Li Yousong Zhu Fan Yang Wei Li Chaoyang Zhao ... Jiahao Xie Liwei Wu Rui Zhao Ming Tang Jinqiao Wang 17 36 0 14 Mar 2022
Crafting Better Contrastive Views for Siamese Representation Learning Xiang Peng Kai Wang Zheng Hua Zhu Mang Wang Yang You SSL 28 102 0 07 Feb 2022
Sim2Real Object-Centric Keypoint Detection and Description Chengliang Zhong Chao Yang Ji Qi Fuchun Sun Huaping Liu Xiaodong Mu Wenbing Huang 3DPC 11 11 0 01 Feb 2022
PreViTS: Contrastive Pretraining with Video Tracking Supervision Brian Chen Ramprasaath R. Selvaraju Shih-Fu Chang Juan Carlos Niebles Nikhil Naik ViT 25 2 0 01 Dec 2021
Object-Aware Cropping for Self-Supervised Learning Shlok Kumar Mishra Anshul B. Shah Ankan Bansal Abhyuday N. Jagannatha Janit Anjaria Abhishek Sharma David Jacobs Dilip Krishnan SSL 18 22 0 01 Dec 2021
ExCon: Explanation-driven Supervised Contrastive Learning for Image Classification Zhibo Zhang Jongseong Jang C. Trabelsi Ruiwen Li Scott Sanner Yeonjeong Jeong Dongsub Shim 14 4 0 28 Nov 2021
Augmentations in Graph Contrastive Learning: Current Methodological Flaws & Towards Better Practices Puja Trivedi Ekdeep Singh Lubana Yujun Yan Yaoqing Yang Danai Koutra 37 52 0 05 Nov 2021
GenURL: A General Framework for Unsupervised Representation Learning Siyuan Li Zicheng Liu Z. Zang Di Wu Zhiyuan Chen Stan Z. Li OOD 3DGS OffRL 28 9 0 27 Oct 2021
Look at What I'm Doing: Self-Supervised Spatial Grounding of Narrations in Instructional Videos Reuben Tan Bryan A. Plummer Kate Saenko Hailin Jin Bryan C. Russell SSL 23 27 0 20 Oct 2021
Semi-weakly Supervised Contrastive Representation Learning for Retinal Fundus Images Boon Peng Yap B. Ng SSL 19 3 0 04 Aug 2021
Object-aware Contrastive Learning for Debiased Scene Representation Sangwoo Mo H. Kang Kihyuk Sohn Chun-Liang Li Jinwoo Shin SSL OCL 16 48 0 30 Jul 2021
Exploring Localization for Self-supervised Fine-grained Contrastive Learning Di Wu Siyuan Li Z. Zang Stan Z. Li SSL 24 8 0 30 Jun 2021
Unsupervised Object-Level Representation Learning from Scene Images Jiahao Xie Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy SSL OCL 28 73 0 22 Jun 2021