Semi-Supervised Learning of Visual Features by Non-Parametrically Predicting View Assignments with Support Samples

28 April 2021

Papers citing "Semi-Supervised Learning of Visual Features by Non-Parametrically Predicting View Assignments with Support Samples"

50 / 101 papers shown

Title
ProtoCon: Pseudo-label Refinement via Online Clustering and Prototypical Consistency for Efficient Semi-supervised Learning Islam Nassar Munawar Hayat Ehsan Abbasnejad Hamid Rezatofighi Gholamreza Haffari 26 17 0 22 Mar 2023
STUNT: Few-shot Tabular Learning with Self-generated Tasks from Unlabeled Tables Jaehyun Nam Jihoon Tack Kyungmin Lee Hankook Lee Jinwoo Shin LMTD SSL 13 31 0 02 Mar 2023
RoPAWS: Robust Semi-supervised Representation Learning from Uncurated Data Sangwoo Mo Jong-Chyi Su Chih-Yao Ma Mido Assran Ishan Misra Licheng Yu Sean Bell AI4TS 27 13 0 28 Feb 2023
Diffusion Models and Semi-Supervised Learners Benefit Mutually with Few Labels Zebin You Yong Zhong Fan Bao Jiacheng Sun Chongxuan Li Jun Zhu DiffM VLM 201 36 0 21 Feb 2023
Q-Match: Self-Supervised Learning by Matching Distributions Induced by a Queue Thomas Mulc Debidatta Dwibedi SSL 10 0 0 10 Feb 2023
Self-Supervised Learning from Images with a Joint-Embedding Predictive Architecture Mahmoud Assran Quentin Duval Ishan Misra Piotr Bojanowski Pascal Vincent Michael G. Rabbat Yann LeCun Nicolas Ballas SSL AI4TS MDE 27 318 0 19 Jan 2023
Learning Customized Visual Models with Retrieval-Augmented Knowledge Haotian Liu Kilho Son Jianwei Yang Ce Liu Jianfeng Gao Yong Jae Lee Chunyuan Li VLM 38 53 0 17 Jan 2023
SemPPL: Predicting pseudo-labels for better contrastive representations Matko Bovsnjak Pierre Harvey Richemond Nenad Tomašev Florian Strub Jacob Walker Felix Hill Lars Buesing Razvan Pascanu Charles Blundell Jovana Mitrović SSL VLM 41 9 0 12 Jan 2023
DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering Amit Aflalo Shai Bagon Tamar Kashti Yonina C. Eldar GNN 16 34 0 12 Dec 2022
A soft nearest-neighbor framework for continual semi-supervised learning Zhiqi Kang Enrico Fini Moin Nabi Elisa Ricci Alahari Karteek SSL BDL CLL 14 17 0 09 Dec 2022
Location-Aware Self-Supervised Transformers for Semantic Segmentation Mathilde Caron N. Houlsby Cordelia Schmid ViT 16 10 0 05 Dec 2022
Semi-supervised binary classification with latent distance learning Imam Mustafa Kamal Hyerim Bae SSL 14 3 0 28 Nov 2022
Parametric Classification for Generalized Category Discovery: A Baseline Study Xin Wen Bingchen Zhao Xiaojuan Qi 30 67 0 21 Nov 2022
Prompt Tuning for Parameter-efficient Medical Image Segmentation Marc Fischer Alexander Bartler Bin Yang SSeg 14 18 0 16 Nov 2022
LAVA: Label-efficient Visual Learning and Adaptation Islam Nassar Munawar Hayat Ehsan Abbasnejad Hamid Rezatofighi Mehrtash Harandi Gholamreza Haffari VLM 24 1 0 19 Oct 2022
Non-Contrastive Learning Meets Language-Image Pre-Training Jinghao Zhou Li Dong Zhe Gan Lijuan Wang Furu Wei VLM CLIP 17 26 0 17 Oct 2022
The Hidden Uniform Cluster Prior in Self-Supervised Learning Mahmoud Assran Randall Balestriero Quentin Duval Florian Bordes Ishan Misra Piotr Bojanowski Pascal Vincent Michael G. Rabbat Nicolas Ballas SSL 44 46 0 13 Oct 2022
On the Importance of Calibration in Semi-supervised Learning Charlotte Loh Rumen Dangovski Shivchander Sudalairaj Seung-Jun Han Ligong Han Leonid Karlinsky Marin Soljacic Akash Srivastava 22 6 0 10 Oct 2022
Effective Self-supervised Pre-training on Low-compute Networks without Distillation Fuwen Tan F. Saleh Brais Martínez 27 4 0 06 Oct 2022
Measuring the Interpretability of Unsupervised Representations via Quantized Reverse Probing Iro Laina Yuki M. Asano Andrea Vedaldi SSL 21 8 0 07 Sep 2022
Semi-Supervised Domain Adaptation by Similarity based Pseudo-label Injection Abhay Rawat Isha Dua Saurav Gupta Rahul Tallamraju 11 1 0 05 Sep 2022
Semi-supervised Vision Transformers at Scale Zhaowei Cai Avinash Ravichandran Paolo Favaro Manchen Wang Davide Modolo Rahul Bhotika Z. Tu Stefano Soatto ViT 13 55 0 11 Aug 2022
Augmentation Learning for Semi-Supervised Classification Tim Frommknecht Pedro Alves Zipf Quanfu Fan Nina Shvetsova Hilde Kuehne 17 2 0 03 Aug 2022
MemSAC: Memory Augmented Sample Consistency for Large Scale Unsupervised Domain Adaptation Tarun Kalluri Astuti Sharma Manmohan Chandraker 15 18 0 25 Jul 2022
Improving Test-Time Adaptation via Shift-agnostic Weight Regularization and Nearest Source Prototypes Sungha Choi Seunghan Yang Seokeon Choi Sungrack Yun TTA OOD 25 64 0 24 Jul 2022
Cycle Self-Training for Semi-Supervised Object Detection with Distribution Consistency Reweighting Hao Liu Bin Chen Bo Wang Chunpeng Wu Feng Dai Peng Wu 4 7 0 12 Jul 2022
No Reason for No Supervision: Improved Generalization in Supervised Models Mert Bulent Sariyildiz Yannis Kalantidis Alahari Karteek Diane Larlus SSL OOD LRM 17 28 0 30 Jun 2022
Masked Siamese ConvNets L. Jing Jiachen Zhu Yann LeCun SSL 35 34 0 15 Jun 2022
A Closer Look at Self-Supervised Lightweight Vision Transformers Shaoru Wang Jin Gao Zeming Li Jian-jun Sun Weiming Hu ViT 62 41 0 28 May 2022
TransBoost: Improving the Best ImageNet Performance using Deep Transduction Omer Belhasin Guy Bar-Shalom Ran El-Yaniv ViT 24 3 0 26 May 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 16 311 0 14 Apr 2022
S4OD: Semi-Supervised learning for Single-Stage Object Detection Yueming Zhang Xingxu Yao Chao-Jung Liu F. Chen Xiaolin Song Tengfei Xing Runbo Hu Hua Chai Pengfei Xu Guoshan Zhang ObjD 34 7 0 09 Apr 2022
GraFN: Semi-Supervised Node Classification on Graph with Few Labels via Non-Parametric Distribution Assignment Junseok Lee Yunhak Oh Yeonjun In Namkyeong Lee Dongmin Hyun Chanyoung Park 13 12 0 04 Apr 2022
SimMatch: Semi-supervised Learning with Similarity Matching Mingkai Zheng Shan You Lang Huang Fei Wang Chao Qian Chang Xu 30 171 0 14 Mar 2022
How to Exploit Hyperspherical Embeddings for Out-of-Distribution Detection? Yifei Ming Yiyou Sun Ousmane Amadou Dia Yixuan Li OODD 24 95 0 08 Mar 2022
ChimeraMix: Image Classification on Small Datasets via Masked Feature Mixing Christoph Reinders Frederik Schubert Bodo Rosenhahn 11 7 0 23 Feb 2022
Debiased Self-Training for Semi-Supervised Learning Baixu Chen Junguang Jiang Ximei Wang Pengfei Wan Jianmin Wang Mingsheng Long 26 85 0 15 Feb 2022
AggMatch: Aggregating Pseudo Labels for Semi-Supervised Learning Jiwon Kim Kwang-seok Ryoo Gyuseong Lee Seokju Cho Junyoung Seo Daehwan Kim Hansang Cho Seung Wook Kim 24 1 0 25 Jan 2022
Pushing the limits of self-supervised ResNets: Can we outperform supervised learning without labels on ImageNet? Nenad Tomašev Ioana Bica Brian McWilliams Lars Buesing Razvan Pascanu Charles Blundell Jovana Mitrović SSL 74 80 0 13 Jan 2022
Debiased Learning from Naturally Imbalanced Pseudo-Labels Xudong Wang Zhi-Li Wu Long Lian Stella X. Yu 34 92 0 05 Jan 2022
Simple and Effective Balance of Contrastive Losses Arnaud Sors Rafael Sampaio de Rezende Sarah Ibrahimi J. Andreoli SSL 14 1 0 22 Dec 2021
Are Large-scale Datasets Necessary for Self-Supervised Pre-training? Alaaeldin El-Nouby Gautier Izacard Hugo Touvron Ivan Laptev Hervé Jégou Edouard Grave SSL 15 148 0 20 Dec 2021
Constrained Mean Shift Using Distant Yet Related Neighbors for Representation Learning K. Navaneet Soroush Abbasi Koohpayegani Ajinkya Tejankar Kossar Pourahmadi Akshayvarun Subramanya Hamed Pirsiavash SSL 19 8 0 08 Dec 2021
Sustainable AI: Environmental Implications, Challenges and Opportunities Carole-Jean Wu Ramya Raghavendra Udit Gupta Bilge Acun Newsha Ardalani ... Maximilian Balandat Joe Spisak R. Jain Michael G. Rabbat K. Hazelwood 32 379 0 30 Oct 2021
Understanding Dimensional Collapse in Contrastive Self-supervised Learning Li Jing Pascal Vincent Yann LeCun Yuandong Tian SSL 11 336 0 18 Oct 2021
Unsupervised Selective Labeling for More Effective Semi-Supervised Learning Xudong Wang Long Lian Stella X. Yu 186 33 0 06 Oct 2021
Self-Rule to Multi-Adapt: Generalized Multi-source Feature Learning Using Unsupervised Domain Adaptation for Colorectal Cancer Tissue Detection C. Abbet Linda Studer Andreas Fischer H. Dawson I. Zlobec Behzad Bozorgtabar Jean-Philippe Thiran OOD 37 31 0 20 Aug 2021
LaplaceNet: A Hybrid Graph-Energy Neural Network for Deep Semi-Supervised Classification P. Sellars Angelica I. Aviles-Rivero Carola-Bibiane Schönlieb 21 8 0 08 Jun 2021
A Practical Tutorial on Graph Neural Networks I. Ward J. Joyner C. Lickfold Yulan Guo Bennamoun GNN AI4CE 22 12 0 11 Oct 2020
Meta Pseudo Labels Hieu H. Pham Zihang Dai Qizhe Xie Minh-Thang Luong Quoc V. Le VLM 250 656 0 23 Mar 2020