Data-Efficient Image Recognition with Contrastive Predictive Coding

22 May 2019

Ali Razavi

Papers citing "Data-Efficient Image Recognition with Contrastive Predictive Coding"

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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 G. Klambauer Angela Bitto-Nemling Sepp Hochreiter VLM CLIP 207 102 0 21 Oct 2021
Analyzing and Improving the Optimization Landscape of Noise-Contrastive Estimation Bingbin Liu Elan Rosenfeld Pradeep Ravikumar Andrej Risteski 23 13 0 21 Oct 2021
Efficient Robotic Manipulation Through Offline-to-Online Reinforcement Learning and Goal-Aware State Information Jin Li Xianyuan Zhan Zixu Xiao Guyue Zhou OffRL OnRL 27 2 0 21 Oct 2021
Contrastive Learning of Visual-Semantic Embeddings Anurag Jain Yashaswi Verma SSL 25 1 0 17 Oct 2021
Inverse Problems Leveraging Pre-trained Contrastive Representations Sriram Ravula Georgios Smyrnis Matt Jordan A. Dimakis SSL 27 9 0 14 Oct 2021
The Impact of Spatiotemporal Augmentations on Self-Supervised Audiovisual Representation Learning Haider Al-Tahan Y. Mohsenzadeh SSL AI4TS 27 0 0 13 Oct 2021
Fine-Grained Adversarial Semi-supervised Learning Daniele Mugnai F. Pernici F. Turchini A. Bimbo 24 8 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 21 36 0 11 Oct 2021
Learning Temporally-Consistent Representations for Data-Efficient Reinforcement Learning Trevor A. McInroe Lukas Schafer Stefano V. Albrecht OffRL 21 8 0 11 Oct 2021
Vector-quantized Image Modeling with Improved VQGAN Jiahui Yu Xin Li Jing Yu Koh Han Zhang Ruoming Pang James Qin Alexander Ku Yuanzhong Xu Jason Baldridge Yonghui Wu ViT VLM DRL 49 477 0 09 Oct 2021
Colour augmentation for improved semi-supervised semantic segmentation Geoff French Michal Mackiewicz 4 3 0 09 Oct 2021
A Feature Consistency Driven Attention Erasing Network for Fine-Grained Image Retrieval Qi Zhao Xu Wang Shuchang Lyu Binghao Liu Yifan Yang 42 18 0 09 Oct 2021
Weakly Supervised Human-Object Interaction Detection in Video via Contrastive Spatiotemporal Regions Shuang Li Yilun Du Antonio Torralba Josef Sivic Bryan C. Russell 57 15 0 07 Oct 2021
InfoSeg: Unsupervised Semantic Image Segmentation with Mutual Information Maximization Robert Harb Patrick Knobelreiter SSL 38 22 0 07 Oct 2021
KNN-BERT: Fine-Tuning Pre-Trained Models with KNN Classifier Linyang Li Demin Song Ruotian Ma Xipeng Qiu Xuanjing Huang 29 21 0 06 Oct 2021
Spatial Ensemble: a Novel Model Smoothing Mechanism for Student-Teacher Framework Tengteng Huang Yifan Sun Xun Wang Haotian Yao Chi Zhang 20 3 0 04 Oct 2021
Seeking Visual Discomfort: Curiosity-driven Representations for Reinforcement Learning Elie Aljalbout Maximilian Ulmer Rudolph Triebel 16 2 0 02 Oct 2021
Self-supervised Secondary Landmark Detection via 3D Representation Learning Praneet C Bala Jan Zimmermann H. Park Benjamin Hayden SSL 20 8 0 01 Oct 2021
Biologically Plausible Training Mechanisms for Self-Supervised Learning in Deep Networks Mufeng Tang Yibo Yang Y. Amit SSL 11 7 0 30 Sep 2021
Compressive Visual Representations Kuang-Huei Lee Anurag Arnab S. Guadarrama John F. Canny Ian S. Fischer SSL 65 48 0 27 Sep 2021
Cluster Analysis with Deep Embeddings and Contrastive Learning Ramakrishnan Sundareswaran Jansel Herrera-Gerena John Just Ali Janessari SSL DRL 27 4 0 26 Sep 2021
Contrastive Learning for Fair Representations Aili Shen Xudong Han Trevor Cohn Timothy Baldwin Lea Frermann FaML 39 33 0 22 Sep 2021
On the Importance of Distractors for Few-Shot Classification Rajshekhar Das Yu-xiong Wang José M. F. Moura 24 28 0 20 Sep 2021
Socially Supervised Representation Learning: the Role of Subjectivity in Learning Efficient Representations Julius Taylor Eleni Nisioti Clément Moulin-Frier 14 0 0 20 Sep 2021
Adversarial Training with Contrastive Learning in NLP Daniela N. Rim DongNyeong Heo Heeyoul Choi AAML 20 13 0 19 Sep 2021
Self-supervised learning methods and applications in medical imaging analysis: A survey Saeed Shurrab R. Duwairi OOD 37 175 0 17 Sep 2021
Deep Bregman Divergence for Contrastive Learning of Visual Representations Mina Rezaei Farzin Soleymani B. Bischl Shekoofeh Azizi SSL 50 16 0 15 Sep 2021
SupCL-Seq: Supervised Contrastive Learning for Downstream Optimized Sequence Representations Hooman Sedghamiz Shivam Raval Enrico Santus Tuka Alhanai M. Ghassemi SSL 17 17 0 15 Sep 2021
Improving Streaming Transformer Based ASR Under a Framework of Self-supervised Learning Songjun Cao Yueteng Kang Yanzhe Fu Xiaoshuo Xu Sining Sun Yike Zhang Long Ma 14 16 0 15 Sep 2021
KFCNet: Knowledge Filtering and Contrastive Learning Network for Generative Commonsense Reasoning Haonan Li Yeyun Gong Jian Jiao Ruofei Zhang Timothy Baldwin Nan Duan OffRL 52 6 0 14 Sep 2021
Camera-Tracklet-Aware Contrastive Learning for Unsupervised Vehicle Re-Identification Jongmin Yu Junsik Kim Minkyung Kim Hyeontaek Oh 23 8 0 14 Sep 2021
Low-Shot Validation: Active Importance Sampling for Estimating Classifier Performance on Rare Categories Fait Poms Vishnu Sarukkai Ravi Teja Mullapudi N. Sohoni W. Mark Deva Ramanan Kayvon Fatahalian 13 9 0 13 Sep 2021
Topic-Aware Contrastive Learning for Abstractive Dialogue Summarization Junpeng Liu Yanyan Zou Hainan Zhang Hongshen Chen Zhuoye Ding Caixia Yuan Xiaojie Wang 6 65 0 10 Sep 2021
Self-supervised Contrastive Cross-Modality Representation Learning for Spoken Question Answering Chenyu You Nuo Chen Yuexian Zou SSL 19 62 0 08 Sep 2021
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 330 2,267 0 02 Sep 2021
An Empirical Study of Graph Contrastive Learning Yanqiao Zhu Yichen Xu Qiang Liu Shu Wu 11 167 0 02 Sep 2021
Imposing Relation Structure in Language-Model Embeddings Using Contrastive Learning Christos Theodoropoulos James Henderson Andrei Catalin Coman Marie-Francine Moens 16 15 0 02 Sep 2021
Computer Vision Self-supervised Learning Methods on Time Series Daesoo Lee Technology AI4TS 31 4 0 02 Sep 2021
Spatio-temporal Self-Supervised Representation Learning for 3D Point Clouds Siyuan Huang Yichen Xie Song-Chun Zhu Yixin Zhu 3DPC 26 205 0 01 Sep 2021
Contrastive Multiview Coding with Electro-optics for SAR Semantic Segmentation Keumgang Cha Junghoon Seo Yeji Choi 32 29 0 31 Aug 2021
ScatSimCLR: self-supervised contrastive learning with pretext task regularization for small-scale datasets Vitaliy Kinakh O. Taran S. Voloshynovskiy 28 12 0 31 Aug 2021
Structure-Aware Hard Negative Mining for Heterogeneous Graph Contrastive Learning Yanqiao Zhu Yichen Xu Hejie Cui Carl Yang Qiang Liu Shu Wu 16 9 0 31 Aug 2021
Efficient Visual Recognition with Deep Neural Networks: A Survey on Recent Advances and New Directions Yang Wu Dingheng Wang Xiaotong Lu Fan Yang Guoqi Li W. Dong Jianbo Shi 29 18 0 30 Aug 2021
Multi-Task Self-Training for Learning General Representations Golnaz Ghiasi Barret Zoph E. D. Cubuk Quoc V. Le Tsung-Yi Lin SSL 24 100 0 25 Aug 2021
Temporal Knowledge Consistency for Unsupervised Visual Representation Learning Wei Feng Yuanjiang Wang Lihua Ma Ye Yuan Chi Zhang SSL 15 13 0 24 Aug 2021
Concurrent Discrimination and Alignment for Self-Supervised Feature Learning Anjan Dutta Massimiliano Mancini Zeynep Akata SSL 22 0 0 19 Aug 2021
Self-Supervised Video Representation Learning with Meta-Contrastive Network Yuanze Lin Xun Guo Yan Lu SSL 19 41 0 19 Aug 2021
RandomRooms: Unsupervised Pre-training from Synthetic Shapes and Randomized Layouts for 3D Object Detection Yongming Rao Benlin Liu Yi Wei Jiwen Lu Cho-Jui Hsieh Jie Zhou 3DPC 25 51 0 17 Aug 2021
Self-supervised Contrastive Learning for Irrigation Detection in Satellite Imagery Chitra Agastya Sirak Ghebremusse I. Anderson Colorado Reed H. Vahabi Alberto Todeschini 24 18 0 12 Aug 2021
Representation Learning for Remote Sensing: An Unsupervised Sensor Fusion Approach Aidan M. Swope X. Rudelis Kyle T. Story SSL 26 20 0 11 Aug 2021