Understanding the Behaviour of Contrastive Loss

15 December 2020

Papers citing "Understanding the Behaviour of Contrastive Loss"

50 / 308 papers shown

Title
Segment Any Point Cloud Sequences by Distilling Vision Foundation Models You-Chen Liu Lingdong Kong Jun Cen Runnan Chen Wenwei Zhang Liang Pan Kai-xiang Chen Ziwei Liu 32 83 0 15 Jun 2023
Self-Supervised Polyp Re-Identification in Colonoscopy Yotam Intrator N. Aizenberg Amir Livne Ehud Rivlin Roman Goldenberg 16 5 0 14 Jun 2023
On the Importance of Feature Decorrelation for Unsupervised Representation Learning in Reinforcement Learning Hojoon Lee Ko-tik Lee Dongyoon Hwang Hyunho Lee ByungKun Lee Jaegul Choo SSL OOD 20 5 0 09 Jun 2023
Contrastive Representation Disentanglement for Clustering Fei Ding Dan Zhang Yin Yang V. Krovi Feng Luo SSL DRL 17 0 0 08 Jun 2023
Simultaneous or Sequential Training? How Speech Representations Cooperate in a Multi-Task Self-Supervised Learning System Khazar Khorrami María Andrea Cruz Blandón Tuomas Virtanen Okko Rasanen SSL 20 1 0 05 Jun 2023
Counting Crowds in Bad Weather Zhi-Kai Huang Wei-Ting Chen Yuan Chiang Sy-Yen Kuo Ming Yang 23 16 0 02 Jun 2023
Enhancing the Unified Streaming and Non-streaming Model with Contrastive Learning Yuting Yang Yuke Li Binbin Du AI4TS 25 0 0 01 Jun 2023
End-to-End Simultaneous Speech Translation with Differentiable Segmentation Shaolei Zhang Yang Feng 13 17 0 25 May 2023
BigVideo: A Large-scale Video Subtitle Translation Dataset for Multimodal Machine Translation Liyan Kang Luyang Huang Ningxin Peng Peihao Zhu Zewei Sun Shanbo Cheng Mingxuan Wang Degen Huang Jinsong Su 18 9 0 23 May 2023
Is Fine-tuning Needed? Pre-trained Language Models Are Near Perfect for Out-of-Domain Detection Rheeya Uppaal Junjie Hu Yixuan Li OODD 119 33 0 22 May 2023
Not All Semantics are Created Equal: Contrastive Self-supervised Learning with Automatic Temperature Individualization Zimeng Qiu Quanqi Hu Zhuoning Yuan Denny Zhou Lijun Zhang Tianbao Yang 34 17 0 19 May 2023
Colonoscopy Coverage Revisited: Identifying Scanning Gaps in Real-Time G. Leifman I. Kligvasser Roman Goldenberg Michael Elad Ehud Rivlin 13 0 0 17 May 2023
Similarity of Neural Network Models: A Survey of Functional and Representational Measures Max Klabunde Tobias Schumacher M. Strohmaier Florian Lemmerich 52 64 0 10 May 2023
Behavior Contrastive Learning for Unsupervised Skill Discovery Rushuai Yang Chenjia Bai Hongyi Guo Siyuan Li Bin Zhao Zhen Wang Peng Liu Xuelong Li SSL 27 16 0 08 May 2023
Contrastive Tuning: A Little Help to Make Masked Autoencoders Forget Johannes Lehner Benedikt Alkin Andreas Fürst Elisabeth Rumetshofer Lukas Miklautz Sepp Hochreiter 23 18 0 20 Apr 2023
HEAT: A Highly Efficient and Affordable Training System for Collaborative Filtering Based Recommendation on CPUs Chengming Zhang Shaden Smith Baixi Sun Jiannan Tian Jon Soifer Xiaodong Yu S. Song Yuxiong He Dingwen Tao 36 0 0 14 Apr 2023
ACTION++: Improving Semi-supervised Medical Image Segmentation with Adaptive Anatomical Contrast Chenyu You Weicheng Dai Yifei Min Lawrence H. Staib Jasjeet Sekhon James S. Duncan MedIm 10 36 0 05 Apr 2023
Incorporating Unlabelled Data into Bayesian Neural Networks Mrinank Sharma Tom Rainforth Yee Whye Teh Vincent Fortuin SSL UQCV BDL 40 9 0 04 Apr 2023
DeGPR: Deep Guided Posterior Regularization for Multi-Class Cell Detection and Counting Aayushi Tyagi Chirag Mohapatra Prasenjit Das G. Makharia Lalita Mehra A. Prathosh Mausam MedIm 13 17 0 03 Apr 2023
Towards Understanding the Mechanism of Contrastive Learning via Similarity Structure: A Theoretical Analysis Hiroki Waida Yuichiro Wada Léo Andéol Takumi Nakagawa Yuhui Zhang Takafumi Kanamori SSL 21 5 0 01 Apr 2023
On Context Distribution Shift in Task Representation Learning for Offline Meta RL Chenyang Zhao Zihao Zhou Bing-Quan Liu OffRL 21 3 0 01 Apr 2023
Leveraging Hidden Positives for Unsupervised Semantic Segmentation Hyun Seok Seong WonJun Moon Subeen Lee Jae-Pil Heo ViT 28 32 0 27 Mar 2023
Aligning Step-by-Step Instructional Diagrams to Video Demonstrations Jiahao Zhang A. Cherian Yanbin Liu Yizhak Ben-Shabat Cristian Rodriguez-Opazo Stephen Gould 27 8 0 24 Mar 2023
Temperature Schedules for Self-Supervised Contrastive Methods on Long-Tail Data Anna Kukleva Moritz Bohle Bernt Schiele Hilde Kuehne Christian Rupprecht 29 39 0 23 Mar 2023
SC-MIL: Supervised Contrastive Multiple Instance Learning for Imbalanced Classification in Pathology Dinkar Juyal S. Shingi Syed Ashar Javed Harshith Padigela Chintan Shah Anand Sampat Archit Khosla J. Abel A. Taylor-Weiner 22 6 0 23 Mar 2023
PRISE: Demystifying Deep Lucas-Kanade with Strongly Star-Convex Constraints for Multimodel Image Alignment Yiqing Zhang Xinming Huang Ziming Zhang 34 4 0 21 Mar 2023
Coreset Sampling from Open-Set for Fine-Grained Self-Supervised Learning Sungnyun Kim Sangmin Bae Se-Young Yun 22 9 0 20 Mar 2023
CHGNN: A Semi-Supervised Contrastive Hypergraph Learning Network Yumeng Song Yu Gu Tianyi Li Jianzhong Qi Zhenghao Liu Christian S. Jensen Ge Yu SSL 32 15 0 10 Mar 2023
A Unified Arbitrary Style Transfer Framework via Adaptive Contrastive Learning Yu-xin Zhang Fan Tang Weiming Dong Haibin Huang Chongyang Ma Tong-Yee Lee Changsheng Xu 41 23 0 09 Mar 2023
A Message Passing Perspective on Learning Dynamics of Contrastive Learning Yifei Wang Qi Zhang Tianqi Du Jiansheng Yang Zhouchen Lin Yisen Wang SSL 29 18 0 08 Mar 2023
Can representation learning for multimodal image registration be improved by supervision of intermediate layers? Elisabeth Wetzer Joakim Lindblad Natavsa Sladoje SSL 10 1 0 01 Mar 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
InfoNCE Loss Provably Learns Cluster-Preserving Representations Advait Parulekar Liam Collins Karthikeyan Shanmugam Aryan Mokhtari Sanjay Shakkottai SSL 34 20 0 15 Feb 2023
Understanding Multimodal Contrastive Learning and Incorporating Unpaired Data Ryumei Nakada Halil Ibrahim Gulluk Zhun Deng Wenlong Ji James Y. Zou Linjun Zhang SSL VLM 42 34 0 13 Feb 2023
Adap- $τ$ : Adaptively Modulating Embedding Magnitude for Recommendation Jiawei Chen Junkang Wu Jiancan Wu Sheng Zhou Xuezhi Cao Xiangnan He 22 31 0 09 Feb 2023
Glaze: Protecting Artists from Style Mimicry by Text-to-Image Models Shawn Shan Jenna Cryan Emily Wenger Haitao Zheng Rana Hanocka Ben Y. Zhao WIGM 12 176 0 08 Feb 2023
Evaluating Self-Supervised Learning via Risk Decomposition Yann Dubois Tatsunori Hashimoto Percy Liang 14 9 0 06 Feb 2023
Simple, Effective and General: A New Backbone for Cross-view Image Geo-localization Yingying Zhu Hongji Yang Yuxin Lu Qiang Huang 14 31 0 03 Feb 2023
Hyperbolic Contrastive Learning Yun Yue Fangzhou Lin Kazunori D Yamada Ziming Zhang SSL 33 18 0 02 Feb 2023
Deciphering the Projection Head: Representation Evaluation Self-supervised Learning Jiajun Ma Tianyang Hu Wenjia Wang 17 8 0 28 Jan 2023
Bayesian Self-Supervised Contrastive Learning B. Liu Bang-wei Wang Tianrui Li SSL BDL 16 4 0 27 Jan 2023
JCSE: Contrastive Learning of Japanese Sentence Embeddings and Its Applications Zihao Chen H. Handa Kimiaki Shirahama 14 2 0 19 Jan 2023
Meta Generative Attack on Person Reidentification M. I. A V Subramanyam AAML 14 8 0 16 Jan 2023
Self-Supervised Image-to-Point Distillation via Semantically Tolerant Contrastive Loss Anas Mahmoud Jordan S. K. Hu Tianshu Kuai Ali Harakeh Liam Paull Steven L. Waslander 3DPC SSL 30 29 0 12 Jan 2023
CellTranspose: Few-shot Domain Adaptation for Cellular Instance Segmentation M. Keaton Ram J. Zaveri Gianfranco Doretto 19 14 0 28 Dec 2022
SuperGF: Unifying Local and Global Features for Visual Localization Wen-Guan Song Ran Yan Boshu Lei Takayuki Okatani ViT 38 1 0 23 Dec 2022
Continual Contrastive Finetuning Improves Low-Resource Relation Extraction Wenxuan Zhou Sheng Zhang Tristan Naumann Muhao Chen Hoifung Poon 46 6 0 21 Dec 2022
CoCo: Coherence-Enhanced Machine-Generated Text Detection Under Data Limitation With Contrastive Learning Xiaoming Liu Zhaohan Zhang Yichen Wang Hang Pu Y. Lan Chao Shen 22 40 0 20 Dec 2022
On Isotropy, Contextualization and Learning Dynamics of Contrastive-based Sentence Representation Learning Chenghao Xiao Yang Long Noura Al Moubayed 17 8 0 18 Dec 2022
Annotation by Clicks: A Point-Supervised Contrastive Variance Method for Medical Semantic Segmentation Qing En Yuhong Guo 13 4 0 17 Dec 2022