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Object-Aware Cropping for Self-Supervised Learning

1 December 2021

Shlok Kumar Mishra

Anshul B. Shah

Ankan Bansal

Abhyuday N. Jagannatha

Papers citing "Object-Aware Cropping for Self-Supervised Learning"

21 / 21 papers shown

Title
Beyond Instance Consistency: Investigating View Diversity in Self-supervised Learning Huaiyuan Qin M. Yang Siyuan Hu Peng Hu Yu Zhang Chen Gong Hongyuan Zhu 129 0 0 14 Sep 2025
Multiple Object Stitching for Unsupervised Representation LearningPattern Recognition (Pattern Recogn.), 2025 Chengchao Shen Dawei Liu Jianxin Wang OCL SSL 222 0 0 09 Jun 2025
A Contrastive Learning Foundation Model Based on Perfectly Aligned Sample Pairs for Remote Sensing Images Hengtong Shen Haiyan Gu Haitao Li Yi Yang Agen qiu SSL 334 0 0 26 May 2025
Taming the Randomness: Towards Label-Preserving Cropping in Contrastive Learning Mohamed Hassan Mohammad Wasil Sebastian Houben 261 0 0 28 Apr 2025
Understanding Hyperbolic Metric Learning through Hard Negative Sampling Yun Yue Fangzhou Lin Guanyi Mou Ziming Zhang SSL 271 11 0 23 Apr 2024
The Bad Batches: Enhancing Self-Supervised Learning in Image Classification Through Representative Batch Curation Ozgu Goksu Nicolas Pugeault SSL 140 0 0 28 Mar 2024
LeOCLR: Leveraging Original Images for Contrastive Learning of Visual Representations Mohammad Alkhalefi Georgios Leontidis Mingjun Zhong 444 4 0 11 Mar 2024
Coarse Is Better? A New Pipeline Towards Self-Supervised Learning with Uncurated ImagesPattern Recognition (Pattern Recogn.), 2023 Ke Zhu Yin He Jianxin Wu 218 7 0 07 Jun 2023
Unsupervised Dense Retrieval with Relevance-Aware Contrastive Pre-TrainingAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Yibin Lei Liang Ding Yu Cao Changtong Zan Andrew Yates Dacheng Tao SSL 135 34 0 05 Jun 2023
Know Your Self-supervised Learning: A Survey on Image-based Generative and Discriminative Training Utku Ozbulak Hyun Jung Lee Beril Boga Esla Timothy Anzaku Ho-min Park Arnout Van Messem W. D. Neve J. Vankerschaver DiffM 224 49 0 23 May 2023
Learning Visual Representations via Language-Guided SamplingComputer Vision and Pattern Recognition (CVPR), 2023 Mohamed El Banani Karan Desai Justin Johnson SSL VLM 361 36 0 23 Feb 2023
Saliency Guided Contrastive Learning on Scene Images Meilin Chen Yizhou Wang Weizhen He Feng Zhu Haiyang Yang Mengwei He Rui Zhao Donglian Qi Wanli Ouyang SSL 201 2 0 22 Feb 2023
Focusing On Targets For Improving Weakly Supervised Visual GroundingIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 V. Pham Nao Mishima ObjD 176 1 0 22 Feb 2023
Understanding Self-Supervised Pretraining with Part-Aware Representation Learning Jie Zhu Jiyang Qi Mingyu Ding Xiaokang Chen Ping Luo Xinggang Wang Wenyu Liu Leye Wang Jingdong Wang SSL 221 9 0 27 Jan 2023
Hyperbolic Contrastive Learning for Visual Representations beyond ObjectsComputer Vision and Pattern Recognition (CVPR), 2022 Songwei Ge Shlok Kumar Mishra Simon Kornblith Chun-Liang Li David Jacobs OCL SSL 243 74 0 01 Dec 2022
Learning Self-Regularized Adversarial Views for Self-Supervised Vision Transformers Tao Tang Changlin Li Guangrun Wang Kaicheng Yu Xiaojun Chang Xiaodan Liang ViT 181 1 0 16 Oct 2022
Self-Supervised Pyramid Representation Learning for Multi-Label Visual Analysis and BeyondIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Cheng-Yen Hsieh Chih-Jung Chang Fu-En Yang Yu-Chiang Frank Wang SSL 179 9 0 30 Aug 2022
Object discovery and representation networksEuropean Conference on Computer Vision (ECCV), 2022 Olivier J. Hénaff Skanda Koppula Evan Shelhamer Daniel Zoran Andrew Jaegle Andrew Zisserman João Carreira Relja Arandjelović 364 95 0 16 Mar 2022
Crafting Better Contrastive Views for Siamese Representation LearningComputer Vision and Pattern Recognition (CVPR), 2022 Xiang Peng Kai Wang Zheng Hua Zhu Mang Wang Yang You SSL 264 120 0 07 Feb 2022
Learning Visual Representations for Transfer Learning by Suppressing Texture Shlok Kumar Mishra Anshul B. Shah Ankan Bansal Janit Anjaria Jonghyun Choi Abhinav Shrivastava Abhishek Sharma David Jacobs SSL 426 14 0 03 Nov 2020
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 1.2K 4,626 0 17 Jun 2020