Title
Evaluating Self and Semi-Supervised Methods for Remote Sensing Segmentation Tasks Chaitanya Patel Shashank Sharma Valerie J. Pasquarella Varun Gulshan SSL 27 15 0 19 Nov 2021
Meta Clustering Learning for Large-scale Unsupervised Person Re-identification Xin Jin Tianyu He Xu Shen Tongliang Liu Xinchao Wang Jianqiang Huang Zhibo Chen Xiansheng Hua 31 12 0 19 Nov 2021
PyTorchVideo: A Deep Learning Library for Video Understanding Haoqi Fan Tullie Murrell Heng Wang Kalyan Vasudev Alwala Yanghao Li ... Ross B. Girshick Matt Feiszli Aaron B. Adcock Wan-Yen Lo Christoph Feichtenhofer VLM ViT 28 50 0 18 Nov 2021
SimMIM: A Simple Framework for Masked Image Modeling Zhenda Xie Zheng Zhang Yue Cao Yutong Lin Jianmin Bao Zhuliang Yao Qi Dai Han Hu 90 1,315 0 18 Nov 2021
The Way to my Heart is through Contrastive Learning: Remote Photoplethysmography from Unlabelled Video John Gideon Simon Stent 41 109 0 18 Nov 2021
Improving Transferability of Representations via Augmentation-Aware Self-Supervision Hankook Lee Kibok Lee Kimin Lee Honglak Lee Jinwoo Shin SSL 29 51 0 18 Nov 2021
Self-Supervised Class Incremental Learning Zixuan Ni Siliang Tang Yueting Zhuang CLL 36 6 0 18 Nov 2021
TorchGeo: Deep Learning With Geospatial Data Adam J. Stewart Caleb Robinson Isaac Corley Anthony Ortiz J. L. Ferres Arindam Banerjee 3DPC 37 77 0 17 Nov 2021
INTERN: A New Learning Paradigm Towards General Vision Jing Shao Siyu Chen Yangguang Li Kun Wang Zhen-fei Yin ... F. Yu Junjie Yan Dahua Lin Xiaogang Wang Yu Qiao 29 34 0 16 Nov 2021
Large-Scale Hyperspectral Image Clustering Using Contrastive Learning Yaoming Cai Zijia Zhang Yang Liu Pedram Ghamisi Kunping Li Xiaobo Liu Z. Cai 27 16 0 15 Nov 2021
iBOT: Image BERT Pre-Training with Online Tokenizer Jinghao Zhou Chen Wei Huiyu Wang Wei Shen Cihang Xie Alan Yuille Tao Kong 21 714 0 15 Nov 2021
Learning Representations for Pixel-based Control: What Matters and Why? Manan Tomar Utkarsh Aashu Mishra Amy Zhang Matthew E. Taylor SSL OffRL 36 24 0 15 Nov 2021
Bag of Tricks and A Strong baseline for Image Copy Detection Wenhao Wang Weipu Zhang Yifan Sun Yi Yang SSL 6 15 0 13 Nov 2021
D $^2$ LV: A Data-Driven and Local-Verification Approach for Image Copy Detection Wenhao Wang Yifan Sun Weipu Zhang Yi Yang 31 7 0 13 Nov 2021
Evaluating Contrastive Learning on Wearable Timeseries for Downstream Clinical Outcomes Kevalee Shah Dimitris Spathis Chi Ian Tang Cecilia Mascolo 24 8 0 13 Nov 2021
The self-supervised spectral-spatial attention-based transformer network for automated, accurate prediction of crop nitrogen status from UAV imagery Xin Zhang Liangxiu Han Tam Sobeih Lewis Lappin Mark A. Lee Andew Howard A. Kisdi ViT 30 1 0 12 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 322 7,503 0 11 Nov 2021
Dense Unsupervised Learning for Video Segmentation Nikita Araslanov Simone Schaub-Meyer Stefan Roth VOS 30 30 0 11 Nov 2021
Probabilistic Contrastive Learning for Domain Adaptation Junjie Li Yixin Zhang Zilei Wang Saihui Hou Keyu Tu Man Zhang 43 14 0 11 Nov 2021
Self-Supervised Audio-Visual Representation Learning with Relaxed Cross-Modal Synchronicity Pritam Sarkar Ali Etemad SSL 36 11 0 09 Nov 2021
Hybrid BYOL-ViT: Efficient approach to deal with small datasets Safwen Naimi Rien van Leeuwen W. Souidène S. B. Saoud SSL ViT 25 2 0 08 Nov 2021
A Survey on Green Deep Learning Jingjing Xu Wangchunshu Zhou Zhiyi Fu Hao Zhou Lei Li VLM 86 83 0 08 Nov 2021
Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling Renrui Zhang Rongyao Fang Wei Zhang Peng Gao Kunchang Li Jifeng Dai Yu Qiao Hongsheng Li VLM 196 387 0 06 Nov 2021
CGCL: Collaborative Graph Contrastive Learning without Handcrafted Graph Data Augmentations Tianyu Zhang Yuxiang Ren Wenzheng Feng Weitao Du Xuecang Zhang 36 1 0 05 Nov 2021
Augmentations in Graph Contrastive Learning: Current Methodological Flaws & Towards Better Practices Puja Trivedi Ekdeep Singh Lubana Yujun Yan Yaoqing Yang Danai Koutra 45 52 0 05 Nov 2021
MixSiam: A Mixture-based Approach to Self-supervised Representation Learning Xiaoyang Guo Tianhao Zhao Yutian Lin Bo Du SSL 30 6 0 04 Nov 2021
Drop, Swap, and Generate: A Self-Supervised Approach for Generating Neural Activity Ran Liu Mehdi Azabou M. Dabagia Chi-Heng Lin M. G. Azar Keith B. Hengen Michal Valko Eva L. Dyer OCL SSL DRL 17 36 0 03 Nov 2021
PatchGame: Learning to Signal Mid-level Patches in Referential Games Kamal Gupta Gowthami Somepalli Anubhav Gupta Vinoj Jayasundara Matthias Zwicker Abhinav Shrivastava 25 3 0 02 Nov 2021
When Does Contrastive Learning Preserve Adversarial Robustness from Pretraining to Finetuning? Lijie Fan Sijia Liu Pin-Yu Chen Gaoyuan Zhang Chuang Gan AAML VLM 22 120 0 01 Nov 2021
Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training Minguk Kang Woohyeon Shim Minsu Cho Jaesik Park GAN 44 109 0 01 Nov 2021
Large-Scale Deep Learning Optimizations: A Comprehensive Survey Xiaoxin He Fuzhao Xue Xiaozhe Ren Yang You 35 14 0 01 Nov 2021
Towards the Generalization of Contrastive Self-Supervised Learning Weiran Huang Mingyang Yi Xuyang Zhao Zihao Jiang SSL 26 108 0 01 Nov 2021
Self-Verification in Image Denoising Huangxing Lin Yihong Zhuang Delu Zeng Yue Huang Xinghao Ding John Paisley DiffM 19 1 0 01 Nov 2021
Mastering Atari Games with Limited Data Weirui Ye Shao-Wei Liu Thanard Kurutach Pieter Abbeel Yang Gao VLM 64 227 0 30 Oct 2021
10 Security and Privacy Problems in Large Foundation Models Jinyuan Jia Hongbin Liu Neil Zhenqiang Gong 19 7 0 28 Oct 2021
InfoGCL: Information-Aware Graph Contrastive Learning Dongkuan Xu Wei Cheng Dongsheng Luo Haifeng Chen Xiang Zhang 33 194 0 28 Oct 2021
RadBERT-CL: Factually-Aware Contrastive Learning For Radiology Report Classification Ajay Jaiswal Liyan Tang Meheli Ghosh J. Rousseau Yifan Peng Ying Ding MedIm 25 16 0 28 Oct 2021
Residual Relaxation for Multi-view Representation Learning Yifei Wang Zhengyang Geng Feng Jiang Chuming Li Yisen Wang Jiansheng Yang Zhouchen Lin 29 39 0 28 Oct 2021
Equivariant Contrastive Learning Rumen Dangovski Li Jing Charlotte Loh Seung-Jun Han Akash Srivastava Brian Cheung Pulkit Agrawal Marin Soljacic 50 77 0 28 Oct 2021
Hyper-Representations: Self-Supervised Representation Learning on Neural Network Weights for Model Characteristic Prediction Konstantin Schurholt Dimche Kostadinov Damian Borth SSL 46 14 0 28 Oct 2021
Self-Supervised Learning Disentangled Group Representation as Feature Tan Wang Zhongqi Yue Jianqiang Huang Qianru Sun Hanwang Zhang OOD 36 67 0 28 Oct 2021
URLB: Unsupervised Reinforcement Learning Benchmark Michael Laskin Denis Yarats Hao Liu Kimin Lee Albert Zhan Kevin Lu Catherine Cang Lerrel Pinto Pieter Abbeel SSL OffRL 40 134 0 28 Oct 2021
Learning Deep Representation with Energy-Based Self-Expressiveness for Subspace Clustering Yanming Li Changsheng Li Shiye Wang Ye Yuan Guoren Wang SSL 31 0 0 28 Oct 2021
Explicitly Modeling the Discriminability for Instance-Aware Visual Object Tracking Mengmeng Wang Xiao-qiang Yang Yong Liu 17 1 0 28 Oct 2021
Intermediate Layers Matter in Momentum Contrastive Self Supervised Learning Aakash Kaku Sahana Upadhya N. Razavian SSL 21 29 0 27 Oct 2021
A Survey of Self-Supervised and Few-Shot Object Detection Gabriel Huang I. Laradji David Vazquez Simon Lacoste-Julien Pau Rodríguez López ObjD 37 79 0 27 Oct 2021
DreamerPro: Reconstruction-Free Model-Based Reinforcement Learning with Prototypical Representations Fei Deng Ingook Jang Sungjin Ahn VLM 34 62 0 27 Oct 2021
GenURL: A General Framework for Unsupervised Representation Learning Siyuan Li Zicheng Liu Z. Zang Di Wu Zhiyuan Chen Stan Z. Li OOD 3DGS OffRL 39 9 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 36 216 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 27 71 0 27 Oct 2021