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
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 633 7,877 0 11 Nov 2021
Unsupervised Part Discovery from Contrastive Reconstruction Subhabrata Choudhury Iro Laina Christian Rupprecht Andrea Vedaldi OCL SSL 239 62 0 11 Nov 2021
Probabilistic Contrastive Learning for Domain Adaptation Junjie Li Yixin Zhang Zilei Wang Saihui Hou Keyu Tu Man Zhang 172 15 0 11 Nov 2021
Dual Prototypical Contrastive Learning for Few-shot Semantic Segmentation Hyeongjun Kwon Somi Jeong Sunok Kim Kwanghoon Sohn VLM 65 10 0 09 Nov 2021
On Representation Knowledge Distillation for Graph Neural Networks Chaitanya K. Joshi Fayao Liu Xu Xun Jie Lin Chuan-Sheng Foo 111 64 0 09 Nov 2021
MixSiam: A Mixture-based Approach to Self-supervised Representation Learning Xiaoyang Guo Tianhao Zhao Yutian Lin Bo Du SSL 62 6 0 04 Nov 2021
Recent Advancements in Self-Supervised Paradigms for Visual Feature Representation Mrinal Anand Aditya Garg SSL 44 2 0 03 Nov 2021
Meta-Learning to Improve Pre-Training Aniruddh Raghu Jonathan Lorraine Simon Kornblith Matthew B. A. McDermott David Duvenaud 79 31 0 02 Nov 2021
Towards the Generalization of Contrastive Self-Supervised Learning Weiran Huang Mingyang Yi Xuyang Zhao Zihao Jiang SSL 98 115 0 01 Nov 2021
Estimating and Maximizing Mutual Information for Knowledge Distillation A. Shrivastava Yanjun Qi Vicente Ordonez 56 6 0 29 Oct 2021
Self-Supervised Learning Disentangled Group Representation as Feature Tan Wang Zhongqi Yue Jianqiang Huang Qianru Sun Hanwang Zhang OOD 90 69 0 28 Oct 2021
Intermediate Layers Matter in Momentum Contrastive Self Supervised Learning Aakash Kaku Sahana Upadhya N. Razavian SSL 86 29 0 27 Oct 2021
Towards artificial general intelligence via a multimodal foundation model Nanyi Fei Zhiwu Lu Yizhao Gao Guoxing Yang Yuqi Huo ... Ruihua Song Xin Gao Tao Xiang Haoran Sun Jiling Wen AI4CE LRM 90 229 0 27 Oct 2021
Robust Contrastive Learning Using Negative Samples with Diminished Semantics Songwei Ge Shlok Kumar Mishra Haohan Wang Chun-Liang Li David Jacobs SSL 82 71 0 27 Oct 2021
Physically Explainable CNN for SAR Image Classification Zhongling Huang Xiwen Yao Ying Liu C. Dumitru Mihai Datcu Junwei Han PINN 69 61 0 27 Oct 2021
Directional Self-supervised Learning for Heavy Image Augmentations Yalong Bai Yifan Yang Wei Zhang Tao Mei 40 20 0 26 Oct 2021
CLLD: Contrastive Learning with Label Distance for Text Classification Jinhe Lan Qingyuan Zhan Chenhao Jiang Kunping Yuan Desheng Wang VLM 64 2 0 25 Oct 2021
MTGLS: Multi-Task Gaze Estimation with Limited Supervision Abdulaziz Shamsah Munawar Hayat Seth Hutchinson Jarrod Knibbe CVBM 104 21 0 23 Oct 2021
A Simple Baseline for Low-Budget Active Learning Kossar Pourahmadi Parsa Nooralinejad Hamed Pirsiavash 97 20 0 22 Oct 2021
CLOOB: Modern Hopfield Networks with InfoLOOB Outperform CLIP Andreas Fürst Elisabeth Rumetshofer Johannes Lehner Viet-Hung Tran Fei Tang ... David P. Kreil Michael K Kopp Günter Klambauer Angela Bitto-Nemling Sepp Hochreiter VLM CLIP 314 104 0 21 Oct 2021
Each Attribute Matters: Contrastive Attention for Sentence-based Image Editing Liuqing Zhao Fan Lyu Fuyuan Hu Kaizhu Huang Fenglei Xu Linyan Li 38 1 0 21 Oct 2021
Learning Rich Nearest Neighbor Representations from Self-supervised Ensembles Bram Wallace Devansh Arpit Huan Wang Caiming Xiong SSL OOD 61 0 0 19 Oct 2021
Improving Tail-Class Representation with Centroid Contrastive Learning A. M. H. Tiong Junnan Li Guosheng Lin Boyang Albert Li Caiming Xiong Guosheng Lin VLM 108 14 0 19 Oct 2021
Dynamic Feature Alignment for Semi-supervised Domain Adaptation Yu Zhang G. Liang Nathan Jacobs 102 10 0 18 Oct 2021
Unsupervised Finetuning Suichan Li Dongdong Chen Yinpeng Chen Lu Yuan Lei Zhang Qi Chu B. Liu Nenghai Yu 72 8 0 18 Oct 2021
TLDR: Twin Learning for Dimensionality Reduction Yannis Kalantidis Carlos Lassance Jon Almazán Diane Larlus SSL 63 11 0 18 Oct 2021
Unsupervised Representation Learning for Binary Networks by Joint Classifier Learning Dahyun Kim Jonghyun Choi SSL MQ 94 5 0 17 Oct 2021
Memory-augmented Adversarial Autoencoders for Multivariate Time-series Anomaly Detection with Deep Reconstruction and Prediction Qinfeng Xiao Shikuan Shao Jing Wang AI4TS 34 7 0 15 Oct 2021
Understanding and Improving Robustness of Vision Transformers through Patch-based Negative Augmentation Yao Qin Chiyuan Zhang Ting Chen Balaji Lakshminarayanan Alex Beutel Xuezhi Wang ViT 108 47 0 15 Oct 2021
Inverse Problems Leveraging Pre-trained Contrastive Representations Sriram Ravula Georgios Smyrnis Matt Jordan A. Dimakis SSL 148 9 0 14 Oct 2021
Self-Supervised Learning by Estimating Twin Class Distributions Feng Wang Tao Kong Rufeng Zhang Huaping Liu Hang Li SSL 109 20 0 14 Oct 2021
Weakly Supervised Semantic Segmentation by Pixel-to-Prototype Contrast Ye Du Zehua Fu Qingjie Liu Yunhong Wang 157 138 0 14 Oct 2021
Representational Continuity for Unsupervised Continual Learning Divyam Madaan Jaehong Yoon Yuanchun Li Yunxin Liu Sung Ju Hwang CLL SSL 143 117 0 13 Oct 2021
Rethinking Supervised Pre-training for Better Downstream Transferring Yutong Feng Jianwen Jiang Mingqian Tang Rong Jin Yue Gao SSL 147 41 0 12 Oct 2021
Revitalizing CNN Attentions via Transformers in Self-Supervised Visual Representation Learning Chongjian Ge Youwei Liang Yibing Song Jianbo Jiao Jue Wang Ping Luo ViT 74 35 0 11 Oct 2021
Supervision Exists Everywhere: A Data Efficient Contrastive Language-Image Pre-training Paradigm Yangguang Li Feng Liang Lichen Zhao Yufeng Cui Wanli Ouyang Jing Shao F. Yu Junjie Yan VLM CLIP 165 458 0 11 Oct 2021
Batch-Softmax Contrastive Loss for Pairwise Sentence Scoring Tasks Anton Chernyavskiy Dmitry Ilvovsky Pavel Kalinin Preslav Nakov 65 8 0 10 Oct 2021
Weakly Supervised Contrastive Learning Mingkai Zheng Fei Wang Shan You Chao Qian Changshui Zhang Xiaogang Wang Chang Xu SSL 91 126 0 10 Oct 2021
X-model: Improving Data Efficiency in Deep Learning with A Minimax Model Ximei Wang Xinyang Chen Jianmin Wang Mingsheng Long 55 1 0 09 Oct 2021
Temperature as Uncertainty in Contrastive Learning Oliver Zhang Mike Wu Jasmine Bayrooti Noah D. Goodman UQCV 131 33 0 08 Oct 2021
Exploiting the Intrinsic Neighborhood Structure for Source-free Domain Adaptation Shiqi Yang Yaxing Wang Joost van de Weijer Luis Herranz Shangling Jui TTA 158 248 0 08 Oct 2021
InfoSeg: Unsupervised Semantic Image Segmentation with Mutual Information Maximization Robert Harb Patrick Knobelreiter SSL 76 22 0 07 Oct 2021
Model Adaptation: Historical Contrastive Learning for Unsupervised Domain Adaptation without Source Data Jiaxing Huang Dayan Guan Aoran Xiao Shijian Lu 247 224 0 07 Oct 2021
Unsupervised Selective Labeling for More Effective Semi-Supervised Learning Xudong Wang Long Lian Stella X. Yu 265 32 0 06 Oct 2021
The Information Geometry of Unsupervised Reinforcement Learning Benjamin Eysenbach Ruslan Salakhutdinov Sergey Levine SSL OffRL 118 35 0 06 Oct 2021
KNN-BERT: Fine-Tuning Pre-Trained Models with KNN Classifier Linyang Li Demin Song Ruotian Ma Xipeng Qiu Xuanjing Huang 107 21 0 06 Oct 2021
The Power of Contrast for Feature Learning: A Theoretical Analysis Wenlong Ji Zhun Deng Ryumei Nakada James Zou Linjun Zhang SSL 140 53 0 06 Oct 2021
Self-Supervised Generative Style Transfer for One-Shot Medical Image Segmentation Devavrat Tomar Behzad Bozorgtabar M. Lortkipanidze Guillaume Vray Mohammad Saeed Rad Jean-Philippe Thiran 61 21 0 05 Oct 2021
Seeking Visual Discomfort: Curiosity-driven Representations for Reinforcement Learning Elie Aljalbout Maximilian Ulmer Rudolph Triebel 71 2 0 02 Oct 2021
Self-supervised Secondary Landmark Detection via 3D Representation Learning Praneet C Bala Jan Zimmermann H. Park Benjamin Hayden SSL 81 8 0 01 Oct 2021