Exploring Simple Siamese Representation Learning

20 November 2020

Papers citing "Exploring Simple Siamese Representation Learning"

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Title
Semi-Supervised Semantic Segmentation Methods for UW-OCTA Diabetic Retinopathy Grade Assessment Zhuoyi Tan H. Madzin Zeyu Ding 25 4 0 27 Dec 2022
Principled and Efficient Transfer Learning of Deep Models via Neural Collapse Xiao Li Sheng Liu Jin-li Zhou Xin Lu C. Fernandez‐Granda Zhihui Zhu Q. Qu AAML 35 19 0 23 Dec 2022
Metadata-guided Consistency Learning for High Content Images Johan Fredin Haslum Christos Matsoukas Karl‐Johan Leuchowius Erik Mullers Kevin Smith 40 8 0 22 Dec 2022
Understanding and Improving the Role of Projection Head in Self-Supervised Learning Kartik Gupta Thalaiyasingam Ajanthan Anton Van Den Hengel Stephen Gould SSL 21 37 0 22 Dec 2022
Multi-queue Momentum Contrast for Microvideo-Product Retrieval Yali Du Yin-wei Wei Wei Ji Fan Liu Xin Luo Liqiang Nie 55 16 0 22 Dec 2022
Offline Clustering Approach to Self-supervised Learning for Class-imbalanced Image Data H. Chang Sungkyun Chang SSL 28 0 0 22 Dec 2022
Similarity Contrastive Estimation for Image and Video Soft Contrastive Self-Supervised Learning J. Denize Jaonary Rabarisoa Astrid Orcesi Romain Hérault SSL 63 6 0 21 Dec 2022
A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and Explainability Chengtai Cao Fan Zhou Yurou Dai Jianping Wang Kunpeng Zhang AAML 33 28 0 21 Dec 2022
MoQuad: Motion-focused Quadruple Construction for Video Contrastive Learning Yuan Liu Jiacheng Chen Hao Wu 43 2 0 21 Dec 2022
MaskingDepth: Masked Consistency Regularization for Semi-supervised Monocular Depth Estimation Jongbeom Baek Gyeongnyeon Kim Seonghoon Park Honggyu An Matteo Poggi Seung Wook Kim MDE 52 0 0 21 Dec 2022
UnICLAM:Contrastive Representation Learning with Adversarial Masking for Unified and Interpretable Medical Vision Question Answering Chenlu Zhan Peng Peng Hongsen Wang Tao Chen Hongwei Wang MedIm 40 4 0 21 Dec 2022
Are Deep Neural Networks SMARTer than Second Graders? A. Cherian Kuan-Chuan Peng Suhas Lohit Kevin A. Smith J. Tenenbaum AAML LRM ReLM 48 29 0 20 Dec 2022
MM-3DScene: 3D Scene Understanding by Customizing Masked Modeling with Informative-Preserved Reconstruction and Self-Distilled Consistency Mingye Xu Mutian Xu Tong He Wanli Ouyang Yali Wang Xiaoguang Han Yu Qiao 42 10 0 20 Dec 2022
Boosting Automatic COVID-19 Detection Performance with Self-Supervised Learning and Batch Knowledge Ensembling Guang Li Ren Togo Takahiro Ogawa Miki Haseyama SSL 43 8 0 19 Dec 2022
COVID-19 Detection Based on Self-Supervised Transfer Learning Using Chest X-Ray Images Guang Li Ren Togo Takahiro Ogawa Miki Haseyama SSL 37 21 0 19 Dec 2022
Fine-Tuning Is All You Need to Mitigate Backdoor Attacks Zeyang Sha Xinlei He Pascal Berrang Mathias Humbert Yang Zhang AAML 36 35 0 18 Dec 2022
Hyperbolic Hierarchical Contrastive Hashing Rukai Wei Yu Liu Jingkuan Song Yanzhao Xie Ke Zhou 39 8 0 17 Dec 2022
DAG: Depth-Aware Guidance with Denoising Diffusion Probabilistic Models Gyeongnyeon Kim Wooseok Jang Gyuseong Lee Susung Hong Junyoung Seo Seung Wook Kim VLM DiffM 42 11 0 17 Dec 2022
Attentive Mask CLIP Yifan Yang Weiquan Huang Yixuan Wei Houwen Peng Xinyang Jiang ... Fangyun Wei Yin Wang Han Hu Lili Qiu Yuqing Yang CLIP VLM 42 27 0 16 Dec 2022
Autoencoders as Cross-Modal Teachers: Can Pretrained 2D Image Transformers Help 3D Representation Learning? Runpei Dong Zekun Qi Linfeng Zhang Junbo Zhang Jian‐Yuan Sun Zheng Ge Li Yi Kaisheng Ma ViT 3DPC 34 85 0 16 Dec 2022
Edema Estimation From Facial Images Taken Before and After Dialysis via Contrastive Multi-Patient Pre-Training Yusuke Akamatsu Yoshifumi Onishi Hitoshi Imaoka Junko Kameyama Hideo Tsurushima 3DH MedIm 22 3 0 15 Dec 2022
Learning useful representations for shifting tasks and distributions Jianyu Zhang Léon Bottou OOD 36 14 0 14 Dec 2022
Establishing a stronger baseline for lightweight contrastive models Wenye Lin Yifeng Ding Zhixiong Cao Haitao Zheng 54 2 0 14 Dec 2022
LidarCLIP or: How I Learned to Talk to Point Clouds Georg Hess Adam Tonderski Christoffer Petersson Kalle AAstrom Lennart Svensson DiffM 32 22 0 13 Dec 2022
Learning 3D Representations from 2D Pre-trained Models via Image-to-Point Masked Autoencoders Renrui Zhang Liuhui Wang Yu Qiao Peng Gao Hongsheng Li 3DPC 54 127 0 13 Dec 2022
Boosting Semi-Supervised Learning with Contrastive Complementary Labeling Qinyi Deng Yong Guo Zhibang Yang Haolin Pan Jian Chen 58 10 0 13 Dec 2022
Semantics-Consistent Feature Search for Self-Supervised Visual Representation Learning Kaiyou Song Shanyi Zhang Zihao An Zimeng Luo Tongzhou Wang Jin Xie SSL 37 7 0 13 Dec 2022
TriNet: stabilizing self-supervised learning from complete or slow collapse on ASR Lixin Cao Jun Wang Ben Yang Dan Su Dong Yu 33 4 0 12 Dec 2022
Accelerating Self-Supervised Learning via Efficient Training Strategies Mustafa Taha Koccyiugit Timothy M. Hospedales Hakan Bilen SSL 35 8 0 11 Dec 2022
Implicit variance regularization in non-contrastive SSL Manu Srinath Halvagal Axel Laborieux Friedemann Zenke 67 9 0 09 Dec 2022
Benchmarking Self-Supervised Learning on Diverse Pathology Datasets Mingu Kang Heon Song Seonwook Park Donggeun Yoo Sérgio Pereira 13 130 0 09 Dec 2022
Generating Holistic 3D Human Motion from Speech Hongwei Yi Hualin Liang Yifei Liu Qiong Cao Yandong Wen Timo Bolkart Dacheng Tao Michael J. Black SLR 38 146 0 08 Dec 2022
PaDPaF: Partial Disentanglement with Partially-Federated GANs Abdulla Jasem Almansoori Samuel Horváth Martin Takáč FedML 28 2 0 07 Dec 2022
Understanding Self-Predictive Learning for Reinforcement Learning Yunhao Tang Z. Guo Pierre Harvey Richemond Bernardo Avila-Pires Yash Chandak ... S. Thakoor Will Dabney Bilal Piot Daniele Calandriello Michal Valko SSL 55 28 0 06 Dec 2022
Giga-SSL: Self-Supervised Learning for Gigapixel Images Tristan Lazard Marvin Lerousseau Etienne Decencière Thomas Walter 27 18 0 06 Dec 2022
InternVideo: General Video Foundation Models via Generative and Discriminative Learning Yi Wang Kunchang Li Yizhuo Li Yinan He Bingkun Huang ... Junting Pan Jiashuo Yu Yali Wang Limin Wang Yu Qiao VLM VGen 86 315 0 06 Dec 2022
Synthesize Boundaries: A Boundary-aware Self-consistent Framework for Weakly Supervised Salient Object Detection Binwei Xu Haoran Liang Ronghua Liang Peng Chen 38 7 0 04 Dec 2022
Visual Question Answering From Another Perspective: CLEVR Mental Rotation Tests Christopher Beckham Martin Weiss Florian Golemo S. Honari Derek Nowrouzezahrai C. Pal 33 7 0 03 Dec 2022
A Domain-specific Perceptual Metric via Contrastive Self-supervised Representation: Applications on Natural and Medical Images Hongwei Bran Li Chinmay Prabhakar Suprosanna Shit Johannes C. Paetzold Tamaz Amiranashvili Jianguo Zhang Daniel Rueckert Juan Eugenio Iglesias Benedikt Wiestler Bjoern Menze OOD SSL 49 2 0 03 Dec 2022
Compound Batch Normalization for Long-tailed Image Classification Lechao Cheng Chaowei Fang Dingwen Zhang Guanbin Li Gang Huang 51 11 0 02 Dec 2022
Self-supervised On-device Federated Learning from Unlabeled Streams Jiahe Shi Yawen Wu Dewen Zeng Jun Tao Jingtong Hu Yiyu Shi FedML 24 5 0 02 Dec 2022
Split-PU: Hardness-aware Training Strategy for Positive-Unlabeled Learning C. Xu Chen Liu Siqian Yang Yabiao Wang Shijie Zhang Lijie Jia Yanwei Fu 34 5 0 30 Nov 2022
On the Power of Foundation Models Yang Yuan 46 36 0 29 Nov 2022
Learning Dense Object Descriptors from Multiple Views for Low-shot Category Generalization Stefan Stojanov Anh Thai Zixuan Huang James M. Rehg 61 2 0 28 Nov 2022
A Theoretical Study of Inductive Biases in Contrastive Learning Jeff Z. HaoChen Tengyu Ma UQCV SSL 62 31 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 33 0 0 26 Nov 2022
Human-machine Interactive Tissue Prototype Learning for Label-efficient Histopathology Image Segmentation W. Pan Jiangpeng Yan Hanbo Chen Jiawei Yang Zhe Xu Xiu Li Jianhua Yao 33 8 0 26 Nov 2022
Towards Better Document-level Relation Extraction via Iterative Inference Li Zhang Jinsong Su Yidong Chen Zhongjian Miao Zijun Min Qingguo Hu X. Shi 49 11 0 26 Nov 2022
Link Prediction with Non-Contrastive Learning William Shiao Zhichun Guo Tong Zhao Evangelos E. Papalexakis Yozen Liu Neil Shah 50 15 0 25 Nov 2022
Copy-Pasting Coherent Depth Regions Improves Contrastive Learning for Urban-Scene Segmentation Liang Zeng A. Lengyel Nergis Tomen Jan van Gemert AI4TS 31 0 0 25 Nov 2022