Exploring Simple Siamese Representation Learning

20 November 2020

Papers citing "Exploring Simple Siamese Representation Learning"

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Title
CAiD: Context-Aware Instance Discrimination for Self-supervised Learning in Medical Imaging M. Taher F. Haghighi Michael B. Gotway Jianming Liang OOD SSL 15 31 0 15 Apr 2022
Masked Siamese Networks for Label-Efficient Learning Mahmoud Assran Mathilde Caron Ishan Misra Piotr Bojanowski Florian Bordes Pascal Vincent Armand Joulin Michael G. Rabbat Nicolas Ballas SSL 36 311 0 14 Apr 2022
CLMLF:A Contrastive Learning and Multi-Layer Fusion Method for Multimodal Sentiment Detection Zhen Li Bing Xu Conghui Zhu Tiejun Zhao 48 71 0 12 Apr 2022
GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition Yang Li Ji Chen Fu Li Boxun Fu Hao Wu Youshuo Ji Yijing Zhou Yi Niu Guangming Shi Wenming Zheng SSL 33 91 0 12 Apr 2022
Self-supervised Vision Transformers for Joint SAR-optical Representation Learning Yi Wang C. Albrecht Xiaoxiang Zhu ViT 30 49 0 11 Apr 2022
SOS! Self-supervised Learning Over Sets Of Handled Objects In Egocentric Action Recognition Victor Escorcia Ricardo Guerrero Xiatian Zhu Brais Martínez EgoV 30 9 0 10 Apr 2022
Representation Learning by Detecting Incorrect Location Embeddings Sepehr Sameni Simon Jenni Paolo Favaro ViT 34 4 0 10 Apr 2022
Contrastive Demonstration Tuning for Pre-trained Language Models Xiaozhuan Liang Ningyu Zhang Shuyang Cheng Zhenru Zhang Chuanqi Tan Huajun Chen VLM ALM VPVLM 52 9 0 09 Apr 2022
Divergence-aware Federated Self-Supervised Learning Weiming Zhuang Yonggang Wen Shuai Zhang FedML 36 97 0 09 Apr 2022
Frequency Selective Augmentation for Video Representation Learning Jinhyung Kim Taeoh Kim Minho Shim Dongyoon Han Dongyoon Wee Junmo Kim AI4TS 54 3 0 08 Apr 2022
Unsupervised Prompt Learning for Vision-Language Models Hao Huang Jack Chu Fangyun Wei VPVLM MLLM VLM 41 132 0 07 Apr 2022
Unified Contrastive Learning in Image-Text-Label Space Jianwei Yang Chunyuan Li Pengchuan Zhang Bin Xiao Ce Liu Lu Yuan Jianfeng Gao VLM SSL 56 221 0 07 Apr 2022
Temporal Alignment for History Representation in Reinforcement Learning Aleksandr Ermolov E. Sangineto N. Sebe AI4TS 21 2 0 07 Apr 2022
Self-supervised learning for robust voice cloning Konstantinos Klapsas Nikolaos Ellinas Karolos Nikitaras G. Vamvoukakis Panos Kakoulidis ... S. Raptis June Sig Sung Gunu Jho Aimilios Chalamandaris Pirros Tsiakoulis SSL 32 6 0 07 Apr 2022
mulEEG: A Multi-View Representation Learning on EEG Signals Vamsi Kumar Likith Reddy Shivam Kumar Sharma Kamalakar Dadi Chiranjeevi Yarra B. Raju Srijithesh P. Rajendran 13 16 0 07 Apr 2022
Exploring Cross-Domain Pretrained Model for Hyperspectral Image Classification Hyungtae Lee Sungmin Eum H. Kwon 30 22 0 07 Apr 2022
LEAD: Self-Supervised Landmark Estimation by Aligning Distributions of Feature Similarity Tejan Karmali Abhinav Atrishi Sai Sree Harsha Susmit Agrawal Varun Jampani R. Venkatesh Babu SSL 28 5 0 06 Apr 2022
VNIbCReg: VICReg with Neighboring-Invariance and better-Covariance Evaluated on Non-stationary Seismic Signal Time Series Daesoo Lee Erlend Aune N. Langet J. Eidsvik 20 0 0 06 Apr 2022
Beyond Separability: Analyzing the Linear Transferability of Contrastive Representations to Related Subpopulations Jeff Z. HaoChen Colin Wei Ananya Kumar Tengyu Ma 36 37 0 06 Apr 2022
Self-supervised learning -- A way to minimize time and effort for precision agriculture? Michael Marszalek Bertrand Le Saux P. Mathieu A. Nowakowski Daniel Springer 27 7 0 05 Apr 2022
How stable are Transferability Metrics evaluations? A. Agostinelli Michal Pándy J. Uijlings Thomas Mensink V. Ferrari 35 23 0 04 Apr 2022
Simplicial Embeddings in Self-Supervised Learning and Downstream Classification Samuel Lavoie Christos Tsirigotis Max Schwarzer Ankit Vani Michael Noukhovitch Kenji Kawaguchi Rameswar Panda SSL 32 17 0 01 Apr 2022
On the Importance of Asymmetry for Siamese Representation Learning Tianlin Li Haoqi Fan Yuandong Tian Daisuke Kihara Xinlei Chen SSL 30 51 0 01 Apr 2022
DFNet: Enhance Absolute Pose Regression with Direct Feature Matching Shuai Chen Xinghui Li Zirui Wang V. Prisacariu 3DV 10 68 0 01 Apr 2022
Leverage Your Local and Global Representations: A New Self-Supervised Learning Strategy Tong Zhang Congpei Qiu Wei Ke Sabine Süsstrunk Mathieu Salzmann SSL 24 36 0 31 Mar 2022
Semantic Pose Verification for Outdoor Visual Localization with Self-supervised Contrastive Learning Semih Orhan Jose J. Guerrero Y. Bastanlar SSL 18 5 0 31 Mar 2022
Video-Text Representation Learning via Differentiable Weak Temporal Alignment Dohwan Ko Joonmyung Choi Juyeon Ko Shinyeong Noh Kyoung-Woon On Eun-Sol Kim Hyunwoo J. Kim VGen AI4TS 34 22 0 31 Mar 2022
Weakly Supervised Patch Label Inference Networks for Efficient Pavement Distress Detection and Recognition in the Wild Sheng Huang Wenhao Tang Guixin Huang Luwen Huangfu Dan Yang 25 8 0 31 Mar 2022
Dual Temperature Helps Contrastive Learning Without Many Negative Samples: Towards Understanding and Simplifying MoCo Chaoning Zhang Kang Zhang T. Pham Axi Niu Zhinan Qiao Chang D. Yoo In So Kweon 26 54 0 30 Mar 2022
AmsterTime: A Visual Place Recognition Benchmark Dataset for Severe Domain Shift Burak Yıldız Seyran Khademi R. Siebes Jan van Gemert 30 19 0 30 Mar 2022
How Does SimSiam Avoid Collapse Without Negative Samples? A Unified Understanding with Self-supervised Contrastive Learning Chaoning Zhang Kang Zhang Chenshuang Zhang T. Pham Chang D. Yoo In So Kweon SSL 34 71 0 30 Mar 2022
Image-to-Lidar Self-Supervised Distillation for Autonomous Driving Data Corentin Sautier Gilles Puy Spyros Gidaris Alexandre Boulch Andrei Bursuc Renaud Marlet 3DPC 28 117 0 30 Mar 2022
Contrasting the landscape of contrastive and non-contrastive learning Ashwini Pokle Jinjin Tian Yuchen Li Andrej Risteski SSL 38 28 0 29 Mar 2022
mc-BEiT: Multi-choice Discretization for Image BERT Pre-training Xiaotong Li Yixiao Ge Kun Yi Zixuan Hu Ying Shan Ling-yu Duan 37 38 0 29 Mar 2022
Self-Supervised Image Representation Learning with Geometric Set Consistency Nenglun Chen Lei Chu Hao Pan Yan Lu Wenping Wang SSL 36 8 0 29 Mar 2022
Camera-Conditioned Stable Feature Generation for Isolated Camera Supervised Person Re-IDentification Chaoyang Wu Wenhang Ge Ancong Wu Xiaobin Chang 44 21 0 29 Mar 2022
Expanding Low-Density Latent Regions for Open-Set Object Detection Jiaming Han Yuqiang Ren Jian Ding Xingjia Pan Ke Yan Guisong Xia ObjD 40 59 0 28 Mar 2022
Learning Where to Learn in Cross-View Self-Supervised Learning Lang Huang Shan You Mingkai Zheng Fei Wang Chao Qian T. Yamasaki SSL 25 41 0 28 Mar 2022
Mugs: A Multi-Granular Self-Supervised Learning Framework Pan Zhou Yichen Zhou Chenyang Si Weihao Yu Teck Khim Ng Shuicheng Yan VLM 39 60 0 27 Mar 2022
CaCo: Both Positive and Negative Samples are Directly Learnable via Cooperative-adversarial Contrastive Learning Tianlin Li Yuhang Huang Dan Zeng Guo-Jun Qi SSL 19 16 0 27 Mar 2022
PatchNet: A Simple Face Anti-Spoofing Framework via Fine-Grained Patch Recognition Chien-Yi Wang Yujiang Lu Shang-Ta Yang S. Lai AAML CVBM 37 101 0 27 Mar 2022
Deep Multi-modal Fusion of Image and Non-image Data in Disease Diagnosis and Prognosis: A Review C. Cui Haichun Yang Yaohong Wang Shilin Zhao Zuhayr Asad Lori A. Coburn K. Wilson Bennett A. Landman Yuankai Huo 28 94 0 25 Mar 2022
DeLoRes: Decorrelating Latent Spaces for Low-Resource Audio Representation Learning Sreyan Ghosh Ashish Seth and Deepak Mittal Maneesh Singh S. Umesh SSL 27 6 0 25 Mar 2022
Improving Contrastive Learning with Model Augmentation Zhiwei Liu Yong-Guang Chen Jia Li Man Luo Philip S. Yu Caiming Xiong 33 11 0 25 Mar 2022
Chaos is a Ladder: A New Theoretical Understanding of Contrastive Learning via Augmentation Overlap Yifei Wang Qi Zhang Yisen Wang Jiansheng Yang Zhouchen Lin 32 98 0 25 Mar 2022
Noisy Boundaries: Lemon or Lemonade for Semi-supervised Instance Segmentation? Zhenyu Wang Yali Li Shengjin Wang ISeg 24 29 0 25 Mar 2022
Self-Supervised Predictive Learning: A Negative-Free Method for Sound Source Localization in Visual Scenes Zengjie Song Yuxi Wang Junsong Fan Tieniu Tan Zhaoxiang Zhang SSL 24 42 0 25 Mar 2022
Bailando: 3D Dance Generation by Actor-Critic GPT with Choreographic Memory Lian Siyao Weijiang Yu Tianpei Gu Chunze Lin Quan Wang Chao Qian Chen Change Loy Ziwei Liu SLR 47 184 0 24 Mar 2022
On Understanding and Mitigating the Dimensional Collapse of Graph Contrastive Learning: a Non-Maximum Removal Approach Jiawei Sun Ruoxin Chen Jie Li Chentao Wu Yue Ding Junchi Yan 37 0 0 24 Mar 2022
The Challenges of Continuous Self-Supervised Learning Senthil Purushwalkam Pedro Morgado Abhinav Gupta CLL 24 43 0 23 Mar 2022