What Makes for Good Views for Contrastive Learning?

20 May 2020

Papers citing "What Makes for Good Views for Contrastive Learning?"

50 / 305 papers shown

Title
UniTabE: A Universal Pretraining Protocol for Tabular Foundation Model in Data Science Yazheng Yang Yuqi Wang Guangyi Liu Ledell Yu Wu Qi Liu LMTD 32 16 0 18 Jul 2023
Semantic Positive Pairs for Enhancing Visual Representation Learning of Instance Discrimination Methods Mohammad Alkhalefi Georgios Leontidis Min Zhong SSL 87 2 0 28 Jun 2023
HAAV: Hierarchical Aggregation of Augmented Views for Image Captioning Chia-Wen Kuo Z. Kira 29 21 0 25 May 2023
Difference-Masking: Choosing What to Mask in Continued Pretraining Alex Wilf Syeda Nahida Akter Leena Mathur Paul Pu Liang Sheryl Mathew Mengrou Shou Eric Nyberg Louis-Philippe Morency CLL SSL 26 4 0 23 May 2023
Information Screening whilst Exploiting! Multimodal Relation Extraction with Feature Denoising and Multimodal Topic Modeling Shengqiong Wu Hao Fei Yixin Cao Lidong Bing Tat-Seng Chua 34 31 0 19 May 2023
S-JEA: Stacked Joint Embedding Architectures for Self-Supervised Visual Representation Learning Alvzbveta Manová A. Durrant Georgios Leontidis SSL 19 4 0 19 May 2023
Pre-Training Strategies Using Contrastive Learning and Playlist Information for Music Classification and Similarity Pablo Alonso-Jiménez Xavier Favory Hadrien Foroughmand Grigoris Bourdalas Xavier Serra T. Lidy Dmitry Bogdanov 37 6 0 24 Apr 2023
Meta-Learned Models of Cognition Marcel Binz Ishita Dasgupta A. Jagadish M. Botvinick Jane X. Wang Eric Schulz 30 25 0 12 Apr 2023
CamDiff: Camouflage Image Augmentation via Diffusion Model Xuejiao Luo Shuo Wang Zongwei Wu Christos Sakaridis Yun Cheng Deng-Ping Fan Luc Van Gool DiffM 34 19 0 11 Apr 2023
Self-Supervised Siamese Autoencoders Friederike Baier Sebastian Mair Samuel G. Fadel SSL 42 4 0 05 Apr 2023
Defending Against Patch-based Backdoor Attacks on Self-Supervised Learning Ajinkya Tejankar Maziar Sanjabi Qifan Wang Sinong Wang Hamed Firooz Hamed Pirsiavash L Tan AAML 30 19 0 04 Apr 2023
Constructive Assimilation: Boosting Contrastive Learning Performance through View Generation Strategies Ligong Han Seung-Jun Han Shivchander Sudalairaj Charlotte Loh Rumen Dangovski ... Pulkit Agrawal Dimitris N. Metaxas Leonid Karlinsky Tsui-Wei Weng Akash Srivastava 21 1 0 02 Apr 2023
Generalized Information Bottleneck for Gaussian Variables Wave Ngampruetikorn David J. Schwab 8 1 0 31 Mar 2023
Soft Neighbors are Positive Supporters in Contrastive Visual Representation Learning Chongjian Ge Jiangliu Wang Zhan Tong Shoufa Chen Yibing Song Ping Luo SSL 22 27 0 30 Mar 2023
Hybrid Augmented Automated Graph Contrastive Learning Yifu Chen Qianqian Ren Liu Yong 33 1 0 24 Mar 2023
MV-MR: multi-views and multi-representations for self-supervised learning and knowledge distillation Vitaliy Kinakh M. Drozdova S. Voloshynovskiy 40 1 0 21 Mar 2023
PRISE: Demystifying Deep Lucas-Kanade with Strongly Star-Convex Constraints for Multimodel Image Alignment Yiqing Zhang Xinming Huang Ziming Zhang 36 4 0 21 Mar 2023
Toward Super-Resolution for Appearance-Based Gaze Estimation Galen O’Shea Majid Komeili SupR 27 3 0 17 Mar 2023
DPPMask: Masked Image Modeling with Determinantal Point Processes Junde Xu Zikai Lin Donghao Zhou Yao-Cheng Yang Xiangyun Liao Bian Wu Guangyong Chen Pheng-Ann Heng 23 1 0 13 Mar 2023
Generalizing and Decoupling Neural Collapse via Hyperspherical Uniformity Gap Weiyang Liu L. Yu Adrian Weller Bernhard Schölkopf 37 17 0 11 Mar 2023
Deep Learning for Inertial Positioning: A Survey Changhao Chen Xianfei Pan 18 47 0 07 Mar 2023
Aegis: Mitigating Targeted Bit-flip Attacks against Deep Neural Networks Jialai Wang Ziyuan Zhang Meiqi Wang Han Qiu Tianwei Zhang Qi Li Zongpeng Li Tao Wei Chao Zhang AAML 22 20 0 27 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 24 1 0 22 Feb 2023
DrasCLR: A Self-supervised Framework of Learning Disease-related and Anatomy-specific Representation for 3D Medical Images K. Yu Li Sun Junxiang Chen Maxwell Reynolds Tigmanshu Chaudhary Kayhan Batmanghelich 25 1 0 21 Feb 2023
Unsupervised Learning on a DIET: Datum IndEx as Target Free of Self-Supervision, Reconstruction, Projector Head Randall Balestriero 38 3 0 20 Feb 2023
Aggregation of Disentanglement: Reconsidering Domain Variations in Domain Generalization Daoan Zhang Mingkai Chen Chenming Li Lingyun Huang Jianguo Zhang OOD 21 9 0 05 Feb 2023
Contrast with Reconstruct: Contrastive 3D Representation Learning Guided by Generative Pretraining Zekun Qi Runpei Dong Guo Fan Zheng Ge Xiangyu Zhang Kaisheng Ma Li Yi 38 117 0 05 Feb 2023
Contrastive Learning with Consistent Representations Zihu Wang Yu Wang Hanbin Hu Peng Li CLL 26 5 0 03 Feb 2023
Collaborative Perception in Autonomous Driving: Methods, Datasets and Challenges Yushan Han Hui Zhang Huifang Li Yi Jin Congyan Lang Yidong Li 34 100 0 16 Jan 2023
Designing BERT for Convolutional Networks: Sparse and Hierarchical Masked Modeling Keyu Tian Yi-Xin Jiang Qishuai Diao Chen Lin Liwei Wang Zehuan Yuan 30 100 0 09 Jan 2023
Learning the Relation between Similarity Loss and Clustering Loss in Self-Supervised Learning Jidong Ge YuXiang Liu Jie Gui Lanting Fang Ming Lin James T. Kwok LiGuo Huang B. Luo SSL 16 5 0 08 Jan 2023
Episodes Discovery Recommendation with Multi-Source Augmentations Ziwei Fan Alice Wang Zahra Nazari AI4TS 28 2 0 04 Jan 2023
Similarity Contrastive Estimation for Image and Video Soft Contrastive Self-Supervised Learning J. Denize Jaonary Rabarisoa Astrid Orcesi Romain Hérault SSL 14 6 0 21 Dec 2022
Fine-Tuning Is All You Need to Mitigate Backdoor Attacks Zeyang Sha Xinlei He Pascal Berrang Mathias Humbert Yang Zhang AAML 13 33 0 18 Dec 2022
Unsupervised Object Localization: Observing the Background to Discover Objects Oriane Siméoni Chloé Sekkat Gilles Puy Antonín Vobecký Éloi Zablocki Patrick Pérez OCL SSL 31 51 0 15 Dec 2022
MA-GCL: Model Augmentation Tricks for Graph Contrastive Learning Xumeng Gong Cheng Yang Chuan Shi VLM 22 41 0 14 Dec 2022
Generating and Weighting Semantically Consistent Sample Pairs for Ultrasound Contrastive Learning Yixiong Chen Chunhui Zhang C. Ding Li Liu 19 14 0 08 Dec 2022
Giga-SSL: Self-Supervised Learning for Gigapixel Images Tristan Lazard Marvin Lerousseau Etienne Decencière Thomas Walter 20 17 0 06 Dec 2022
Spectral Feature Augmentation for Graph Contrastive Learning and Beyond Yifei Zhang Hao Zhu Zixing Song Piotr Koniusz Irwin King 37 87 0 02 Dec 2022
A Knowledge-based Learning Framework for Self-supervised Pre-training Towards Enhanced Recognition of Biomedical Microscopy Images Wei Chen Chen Li Dan Chen Xin Luo MedIm SSL 30 12 0 27 Nov 2022
A Unified Framework for Contrastive Learning from a Perspective of Affinity Matrix Wenbin Li Meihao Kong Xuesong Yang Lei Wang Jing Huo Yang Gao Jiebo Luo 30 0 0 26 Nov 2022
Copy-Pasting Coherent Depth Regions Improves Contrastive Learning for Urban-Scene Segmentation Liang Zeng A. Lengyel Nergis Tomen J. C. V. Gemert AI4TS 21 0 0 25 Nov 2022
Hierarchical Consistent Contrastive Learning for Skeleton-Based Action Recognition with Growing Augmentations Jiahang Zhang Lilang Lin Jiaying Liu 18 46 0 24 Nov 2022
Robust Vocal Quality Feature Embeddings for Dysphonic Voice Detection Jianwei Zhang J. Liss Suren Jayasuriya Visar Berisha 30 6 0 17 Nov 2022
Predicting Human Mobility via Self-supervised Disentanglement Learning Qiang Gao Jinyung Hong Xovee Xu Ping Kuang Fan Zhou Goce Trajcevski 18 12 0 17 Nov 2022
Homomorphic Self-Supervised Learning Thomas Anderson Keller Xavier Suau Luca Zappella SSL 19 2 0 15 Nov 2022
Masked Reconstruction Contrastive Learning with Information Bottleneck Principle Ziwen Liu Bonan Li Congying Han Tiande Guo Xuecheng Nie SSL 34 2 0 15 Nov 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 24 56 0 15 Nov 2022
Unsupervised Deraining: Where Asymmetric Contrastive Learning Meets Self-similarity Yi Chang Yun Guo Yuntong Ye C. Yu Lin Zhu Xile Zhao Luxin Yan Yonghong Tian SSL 37 16 0 02 Nov 2022
Adversarial Auto-Augment with Label Preservation: A Representation Learning Principle Guided Approach Kaiwen Yang Yanchao Sun Jiahao Su Fengxiang He Xinmei Tian Furong Huang Tianyi Zhou Dacheng Tao 30 13 0 02 Nov 2022