Rethinking Pre-training and Self-training

11 June 2020

Papers citing "Rethinking Pre-training and Self-training"

50 / 137 papers shown

Title
The Dialog Must Go On: Improving Visual Dialog via Generative Self-Training Gi-Cheon Kang Sungdong Kim Jin-Hwa Kim Donghyun Kwak Byoung-Tak Zhang 29 10 0 25 May 2022
Hierarchical Vectorization for Portrait Images Qian Fu Linlin Liu Fei Hou Ying He 3DH DiffM 30 0 0 24 May 2022
Decoder Denoising Pretraining for Semantic Segmentation Emmanuel B. Asiedu Simon Kornblith Ting Chen Niki Parmar Matthias Minderer Mohammad Norouzi AI4CE 196 26 0 23 May 2022
Region-level Contrastive and Consistency Learning for Semi-Supervised Semantic Segmentation Jianrong Zhang Tianyi Wu Chuan-Yong Ding Hongwei Zhao Guodong Guo ISeg 32 15 0 28 Apr 2022
Unsupervised Contrastive Domain Adaptation for Semantic Segmentation Feihu Zhang V. Koltun Philip H. S. Torr René Ranftl Stephan R. Richter 15 6 0 18 Apr 2022
Patch-wise Contrastive Style Learning for Instagram Filter Removal Furkan Kinli B. Özcan Mustafa Furkan Kıraç 14 7 0 15 Apr 2022
Semi-Supervised Training to Improve Player and Ball Detection in Soccer Renaud Vandeghen A. Cioppa Marc Van Droogenbroeck 50 27 0 14 Apr 2022
Universal Representations: A Unified Look at Multiple Task and Domain Learning Wei-Hong Li Xialei Liu Hakan Bilen SSL OOD 28 27 0 06 Apr 2022
MultiMAE: Multi-modal Multi-task Masked Autoencoders Roman Bachmann David Mizrahi Andrei Atanov Amir Zamir 35 265 0 04 Apr 2022
Proper Reuse of Image Classification Features Improves Object Detection C. N. Vasconcelos Vighnesh Birodkar Vincent Dumoulin VLM 17 32 0 01 Apr 2022
PseCo: Pseudo Labeling and Consistency Training for Semi-Supervised Object Detection Gang Li Xiang Li Yujie Wang Yichao Wu Ding Liang Shanshan Zhang 12 91 0 30 Mar 2022
BigDetection: A Large-scale Benchmark for Improved Object Detector Pre-training Likun Cai Zhi-Li Zhang Yi Zhu Li Zhang Mu Li Xiangyang Xue VLM ObjD 40 40 0 24 Mar 2022
Revisiting Multi-Scale Feature Fusion for Semantic Segmentation Tianjian Meng Golnaz Ghiasi Reza Mahjorian Quoc V. Le Mingxing Tan SSeg 30 2 0 23 Mar 2022
Learning Self-Supervised Low-Rank Network for Single-Stage Weakly and Semi-Supervised Semantic Segmentation Junwen Pan Pengfei Zhu Kaihua Zhang Bing Cao Yu Wang Dingwen Zhang Junwei Han Q. Hu 18 60 0 19 Mar 2022
Semi-Supervised Learning with Mutual Distillation for Monocular Depth Estimation Jongbeom Baek Gyeongnyeon Kim Seung Wook Kim FedML MDE 33 12 0 18 Mar 2022
Bamboo: Building Mega-Scale Vision Dataset Continually with Human-Machine Synergy Yuanhan Zhang Qi Sun Yichun Zhou Zexin He Zhen-fei Yin Kunze Wang Lu Sheng Yu Qiao Jing Shao Ziwei Liu ObjD VLM 29 19 0 15 Mar 2022
Discriminability-Transferability Trade-Off: An Information-Theoretic Perspective Quan Cui Bingchen Zhao Zhao-Min Chen Borui Zhao Renjie Song Jiajun Liang Boyan Zhou Osamu Yoshie 24 18 0 08 Mar 2022
Catch Me if You Can: A Novel Task for Detection of Covert Geo-Locations (CGL) Binoy Saha Sukhendu Das 14 1 0 05 Feb 2022
How Low Can We Go? Pixel Annotation for Semantic Segmentation Daniel Kigli Ariel Shamir S. Avidan VLM 21 1 0 25 Jan 2022
How does unlabeled data improve generalization in self-training? A one-hidden-layer theoretical analysis Shuai Zhang Hao Wu Sijia Liu Pin-Yu Chen Jinjun Xiong SSL MLT 41 22 0 21 Jan 2022
Gait Recognition Based on Deep Learning: A Survey Claudio Filipi Gonçalves dos Santos Diego de Souza Oliveira Leandro A. Passos Rafael Gonçalves Pires Daniel Felipe Silva Santos ... Thierry Pinheiro Moreira Marcos Cleison S. Santana Mateus Roder Jo Paulo Papa Danilo Colombo CVBM 16 70 0 10 Jan 2022
BARACK: Partially Supervised Group Robustness With Guarantees N. Sohoni Maziar Sanjabi Nicolas Ballas Aditya Grover Shaoliang Nie Hamed Firooz Christopher Ré OOD 20 24 0 31 Dec 2021
A Simple Single-Scale Vision Transformer for Object Localization and Instance Segmentation Wuyang Chen Xianzhi Du Fan Yang Lucas Beyer Xiaohua Zhai ... Huizhong Chen Jing Li Xiaodan Song Zhangyang Wang Denny Zhou ViT 29 20 0 17 Dec 2021
RegionCLIP: Region-based Language-Image Pretraining Yiwu Zhong Jianwei Yang Pengchuan Zhang Chunyuan Li Noel Codella ... Luowei Zhou Xiyang Dai Lu Yuan Yin Li Jianfeng Gao VLM CLIP 40 555 0 16 Dec 2021
Label, Verify, Correct: A Simple Few Shot Object Detection Method Prannay Kaul Weidi Xie Andrew Zisserman ObjD 17 81 0 10 Dec 2021
PyTorch Connectomics: A Scalable and Flexible Segmentation Framework for EM Connectomics Zudi Lin D. Wei J. Lichtman Hanspeter Pfister 24 22 0 10 Dec 2021
Grounded Language-Image Pre-training Liunian Harold Li Pengchuan Zhang Haotian Zhang Jianwei Yang Chunyuan Li ... Lu Yuan Lei Zhang Jenq-Neng Hwang Kai-Wei Chang Jianfeng Gao ObjD VLM 31 1,018 0 07 Dec 2021
ConDA: Unsupervised Domain Adaptation for LiDAR Segmentation via Regularized Domain Concatenation Lingdong Kong N. Quader Venice Erin Liong 24 48 0 30 Nov 2021
Open-Vocabulary Instance Segmentation via Robust Cross-Modal Pseudo-Labeling Dat T. Huynh Jason Kuen Zhe-nan Lin Jiuxiang Gu Ehsan Elhamifar ISeg VLM 24 83 0 24 Nov 2021
Semi-Supervised Learning with Taxonomic Labels Jong-Chyi Su Subhransu Maji 41 10 0 23 Nov 2021
Florence: A New Foundation Model for Computer Vision Lu Yuan Dongdong Chen Yi-Ling Chen Noel Codella Xiyang Dai ... Zhen Xiao Jianwei Yang Michael Zeng Luowei Zhou Pengchuan Zhang VLM 29 879 0 22 Nov 2021
DP-SSL: Towards Robust Semi-supervised Learning with A Few Labeled Samples Yi Xu Jiandong Ding Lu Zhang Shuigeng Zhou 39 32 0 26 Oct 2021
Unsupervised Finetuning Suichan Li Dongdong Chen Yinpeng Chen Lu Yuan Lei Zhang Qi Chu B. Liu Nenghai Yu 30 8 0 18 Oct 2021
Self-Supervised Representation Learning: Introduction, Advances and Challenges Linus Ericsson Henry Gouk Chen Change Loy Timothy M. Hospedales SSL OOD AI4TS 34 273 0 18 Oct 2021
Improving Fractal Pre-training Connor Anderson Ryan Farrell 88 27 0 06 Oct 2021
Using Psuedolabels for training Sentiment Classifiers makes the model generalize better across datasets N. Reddy Muktabh Mayank Srivastava 19 0 0 05 Oct 2021
Exploring the Limits of Large Scale Pre-training Samira Abnar Mostafa Dehghani Behnam Neyshabur Hanie Sedghi AI4CE 60 114 0 05 Oct 2021
A Study of the Generalizability of Self-Supervised Representations Atharva Tendle Mohammad Rashedul Hasan 76 26 0 19 Sep 2021
Task-adaptive Pre-training and Self-training are Complementary for Natural Language Understanding Shiyang Li Semih Yavuz Wenhu Chen Xifeng Yan 22 12 0 14 Sep 2021
Learning from Multiple Noisy Augmented Data Sets for Better Cross-Lingual Spoken Language Understanding Yingmei Guo Linjun Shou J. Pei Ming Gong Mingxing Xu Zhiyong Wu Daxin Jiang 24 5 0 03 Sep 2021
Learning 3D Mineral Prospectivity from 3D Geological Models Using Convolutional Neural Networks: Application to a Structure-controlled Hydrothermal Gold Deposit Hao Deng Yang Zheng Jin Chen Shuyang Yu K. Xiao Xiancheng Mao 12 44 0 02 Sep 2021
Benchmarking the Robustness of Instance Segmentation Models Said Fahri Altindis Yusuf Dalva Hamza Pehlivan Aysegül Dündar VLM OOD 29 12 0 02 Sep 2021
Self-training Improves Pre-training for Few-shot Learning in Task-oriented Dialog Systems Fei Mi Wanhao Zhou Feng Cai Lingjing Kong Minlie Huang Boi Faltings 27 32 0 28 Aug 2021
LocTex: Learning Data-Efficient Visual Representations from Localized Textual Supervision Zhijian Liu Simon Stent Jie Li John Gideon Song Han VLM 25 10 0 26 Aug 2021
Reducing Label Effort: Self-Supervised meets Active Learning Javad Zolfaghari Bengar Joost van de Weijer Bartlomiej Twardowski Bogdan Raducanu VLM 24 60 0 25 Aug 2021
Multi-Task Self-Training for Learning General Representations Golnaz Ghiasi Barret Zoph E. D. Cubuk Quoc V. Le Nayeon Lee SSL 24 100 0 25 Aug 2021
A Scaling Law for Synthetic-to-Real Transfer: How Much Is Your Pre-training Effective? Hiroaki Mikami Kenji Fukumizu Shogo Murai Shuji Suzuki Yuta Kikuchi Taiji Suzuki S. Maeda Kohei Hayashi 40 12 0 25 Aug 2021
Pixel Contrastive-Consistent Semi-Supervised Semantic Segmentation Yuanyi Zhong Bodi Yuan Hong Wu Zhiqiang Yuan Jian Peng Yu-xiong Wang 38 167 0 20 Aug 2021
Multi-Object Tracking with Hallucinated and Unlabeled Videos Daniel McKee Bing Shuai Andrew G. Berneshawi Manchen Wang Davide Modolo Svetlana Lazebnik Joseph Tighe VOT 19 7 0 19 Aug 2021
Enhancing MR Image Segmentation with Realistic Adversarial Data Augmentation C. L. P. Chen C. Qin Cheng Ouyang Zeju Li Shuo Wang Huaqi Qiu Liang Chen G. Tarroni Wenjia Bai Daniel Rueckert GAN MedIm 62 40 0 07 Aug 2021