Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination

5 May 2018

Papers citing "Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination"

50 / 1,940 papers shown

Title
Mitigating Data Sparsity for Short Text Topic Modeling by Topic-Semantic Contrastive Learning Xiaobao Wu Anh Tuan Luu Xinshuai Dong 122 45 0 23 Nov 2022
Transformer Based Multi-Grained Features for Unsupervised Person Re-Identification Jiacheng Li Menglin Wang Xiaojin Gong ViT 85 19 0 22 Nov 2022
Confidence-guided Centroids for Unsupervised Person Re-Identification Yunqi Miao Jiankang Deng Guiguang Ding Jungong Han 84 3 0 22 Nov 2022
Self-Supervised Pre-training of 3D Point Cloud Networks with Image Data A. Janda Brandon Wagstaff Edwin G. Ng J. Kelly 3DPC 36 4 0 21 Nov 2022
Multi-Spectral Image Classification with Ultra-Lean Complex-Valued Models Utkarsh Singhal Stella X. Yu Zackery Steck Scott Kangas Aaron A. Reite 142 3 0 21 Nov 2022
CLAWSAT: Towards Both Robust and Accurate Code Models Jinghan Jia Shashank Srikant Tamara Mitrovska Chuang Gan Shiyu Chang Sijia Liu Una-May O’Reilly AAML 131 11 0 21 Nov 2022
Improving Pixel-Level Contrastive Learning by Leveraging Exogenous Depth Information Ahmed Ben Saad Kristina Prokopetc J. Kherroubi Axel Davy Adrien Courtois Gabriele Facciolo SSL MDE 120 2 0 18 Nov 2022
Contrastive Losses Are Natural Criteria for Unsupervised Video Summarization Zongshang Pang Yuta Nakashima Mayu Otani Hajime Nagahara 52 6 0 18 Nov 2022
Weighted Ensemble Self-Supervised Learning Yangjun Ruan Saurabh Singh Warren Morningstar Alexander A. Alemi Sergey Ioffe Ian S. Fischer Joshua V. Dillon FedML 89 16 0 18 Nov 2022
Towards All-in-one Pre-training via Maximizing Multi-modal Mutual Information Weijie Su Xizhou Zhu Chenxin Tao Lewei Lu Bin Li Gao Huang Yu Qiao Xiaogang Wang Jie Zhou Jifeng Dai 97 42 0 17 Nov 2022
FedSiam-DA: Dual-aggregated Federated Learning via Siamese Network under Non-IID Data Ming Yang Yanhan Wang Xin Wang Zhenyong Zhang Xiaoming Wu Peng Cheng FedML 70 1 0 17 Nov 2022
AdaTriplet-RA: Domain Matching via Adaptive Triplet and Reinforced Attention for Unsupervised Domain Adaptation Xinyao Shu Shiyang Yan Zhenyu Lu Xinshao Wang Yuan Xie 77 2 0 16 Nov 2022
Keep Your Friends Close & Enemies Farther: Debiasing Contrastive Learning with Spatial Priors in 3D Radiology Images Yejia Zhang Nishchal Sapkota Pengfei Gu Yao Peng Hao Zheng Da Chen 66 6 0 16 Nov 2022
Robust Alzheimer's Progression Modeling using Cross-Domain Self-Supervised Deep Learning Saba Dadsetan Mohsen Hejrati Shandong Wu Somaye Hashemifar OOD 105 0 0 15 Nov 2022
Exploiting Contrastive Learning and Numerical Evidence for Confusing Legal Judgment Prediction Leilei Gan Baokui Li Kun Kuang Yating Zhang Lei Wang Anh Tuan Luu Yi-feng Yang Leilei Gan AILaw 48 10 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 104 59 0 15 Nov 2022
What Images are More Memorable to Machines? Junlin Han Huangying Zhan Jie Hong Pengfei Fang Hongdong Li L. Petersson Ian Reid 71 3 0 14 Nov 2022
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation Mu Chen Zhedong Zheng Yi Yang Tat-Seng Chua 121 54 0 14 Nov 2022
Unsupervised Face Recognition using Unlabeled Synthetic Data Fadi Boutros Marcel Klemt Meiling Fang Arjan Kuijper Naser Damer CVBM 70 33 0 14 Nov 2022
Point-DAE: Denoising Autoencoders for Self-supervised Point Cloud Learning Yabin Zhang Jiehong Lin Ruihuang Li Kui Jia Lei Zhang 3DPC 88 8 0 13 Nov 2022
Masked Contrastive Representation Learning Yuan Yao Nandakishor Desai M. Palaniswami SSL 150 8 0 11 Nov 2022
Joint Data and Feature Augmentation for Self-Supervised Representation Learning on Point Clouds Zhuheng Lu Yuewei Dai Weiqing Li Zhiyong Su 3DPC 81 4 0 02 Nov 2022
Beyond Instance Discrimination: Relation-aware Contrastive Self-supervised Learning Yifei Zhang Chang-rui Liu Yu Zhou Weiping Wang QiXiang Ye Xiangyang Ji SSL ISeg BDL 88 7 0 02 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 76 17 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 Dinesh Manocha Dacheng Tao 98 13 0 02 Nov 2022
Improving Variational Autoencoders with Density Gap-based Regularization Jianfei Zhang Jun Bai Chenghua Lin Yanmeng Wang Wenge Rong DRL 74 6 0 01 Nov 2022
Rare Wildlife Recognition with Self-Supervised Representation Learning Xiaochen Zheng SSL 32 2 0 29 Oct 2022
Speaker Representation Learning via Contrastive Loss with Maximal Speaker Separability Zhe Li Man-Wai Mak SSL 108 6 0 29 Oct 2022
Discriminative Speaker Representation via Contrastive Learning with Class-Aware Attention in Angular Space Zhe Li Man-Wai Mak Helen M. Meng 90 9 0 29 Oct 2022
Improving the Transferability of Adversarial Attacks on Face Recognition with Beneficial Perturbation Feature Augmentation Fengfan Zhou H. Ling Yuxuan Shi Jiazhong Chen Zongyi Li Ping Li AAML 138 7 0 28 Oct 2022
Facial Action Unit Detection and Intensity Estimation from Self-supervised Representation Bowen Ma Rudong An Wei Zhang Yu-qiong Ding Zeng Zhao Rongsheng Zhang Tangjie Lv Changjie Fan Zhipeng Hu CVBM 103 21 0 28 Oct 2022
Federated Learning with Intermediate Representation Regularization Ye Lin Tun Chu Myaet Thwal Yu Min Park Seong-Bae Park Choong Seon Hong FedML 90 7 0 28 Oct 2022
Boosting Semi-Supervised Semantic Segmentation with Probabilistic Representations Haoyu Xie Changqi Wang Mingkai Zheng Minjing Dong Shan You Chong Fu Chang Xu SSL 78 15 0 26 Oct 2022
Multimodal Contrastive Learning via Uni-Modal Coding and Cross-Modal Prediction for Multimodal Sentiment Analysis Ronghao Lin Haifeng Hu SSL 74 15 0 26 Oct 2022
CLIP-FLow: Contrastive Learning by semi-supervised Iterative Pseudo labeling for Optical Flow Estimation Zhiqi Zhang Nitin Bansal Changjiang Cai Pan Ji Qingan Yan Xiangyu Xu Yi Tian Xu 102 5 0 25 Oct 2022
A Chinese Spelling Check Framework Based on Reverse Contrastive Learning Nankai Lin Xiaotian Lin Sihui Fu Shengyi Jiang Aimin Yang 69 2 0 25 Oct 2022
Foreground Guidance and Multi-Layer Feature Fusion for Unsupervised Object Discovery with Transformers Zhiwei Lin Ze Yang Yongtao Wang ViT 83 2 0 24 Oct 2022
Adversarial Pretraining of Self-Supervised Deep Networks: Past, Present and Future Guo-Jun Qi M. Shah SSL 78 8 0 23 Oct 2022
Neural Eigenfunctions Are Structured Representation Learners Zhijie Deng Jiaxin Shi Hao Zhang Peng Cui Cewu Lu Jun Zhu 109 14 0 23 Oct 2022
Self-Supervised Pretraining on Satellite Imagery: a Case Study on Label-Efficient Vehicle Detection Jules Bourcier Thomas Floquet G. Dashyan Tugdual Ceillier Alahari Karteek Jocelyn Chanussot SSL 50 1 0 21 Oct 2022
Self-Supervised Learning via Maximum Entropy Coding Xin Liu Zhongdao Wang Yali Li Shengjin Wang SSL 134 43 0 20 Oct 2022
SSiT: Saliency-guided Self-supervised Image Transformer for Diabetic Retinopathy Grading Yijin Huang Junyan Lyu Pujin Cheng Roger Tam Xiaoying Tang ViT MedIm 100 20 0 20 Oct 2022
Does Learning from Decentralized Non-IID Unlabeled Data Benefit from Self Supervision? Lirui Wang Kai Zhang Yunzhu Li Yonglong Tian Russ Tedrake 100 17 0 20 Oct 2022
A Unified View of Masked Image Modeling Zhiliang Peng Li Dong Hangbo Bao QiXiang Ye Furu Wei VLM 133 38 0 19 Oct 2022
Cross-Modal Fusion Distillation for Fine-Grained Sketch-Based Image Retrieval Abhra Chaudhuri Massimiliano Mancini Yanbei Chen Zeynep Akata Anjan Dutta 79 6 0 19 Oct 2022
Rethinking Prototypical Contrastive Learning through Alignment, Uniformity and Correlation Shentong Mo Zhun Sun Chao Li 52 11 0 18 Oct 2022
MedCLIP: Contrastive Learning from Unpaired Medical Images and Text Zifeng Wang Zhenbang Wu Dinesh Agarwal Jimeng Sun CLIP VLM MedIm 129 436 0 18 Oct 2022
Non-Contrastive Learning Meets Language-Image Pre-Training Jinghao Zhou Li Dong Zhe Gan Lijuan Wang Furu Wei VLM CLIP 79 26 0 17 Oct 2022
ZooD: Exploiting Model Zoo for Out-of-Distribution Generalization Qishi Dong Muhammad Awais Fengwei Zhou Chuanlong Xie Tianyang Hu Yongxin Yang Sung-Ho Bae Zhenguo Li OODD VLM 115 14 0 17 Oct 2022
Correlation between Alignment-Uniformity and Performance of Dense Contrastive Representations Jong Hak Moon Wonjae Kim Edward Choi 110 3 0 17 Oct 2022