Exploring the Limits of Weakly Supervised Pretraining

2 May 2018

L. V. D. van der Maaten

VLM

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Papers citing "Exploring the Limits of Weakly Supervised Pretraining"

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On the Robustness of Average Losses for Partial-Label Learning Jiaqi Lv Biao Liu Lei Feng Ning Xu Miao Xu Bo An Gang Niu Xin Geng Masashi Sugiyama 18 31 0 11 Jun 2021
Taxonomy of Machine Learning Safety: A Survey and Primer Sina Mohseni Haotao Wang Zhiding Yu Chaowei Xiao Zhangyang Wang J. Yadawa 21 31 0 09 Jun 2021
Scaling Vision Transformers Xiaohua Zhai Alexander Kolesnikov N. Houlsby Lucas Beyer ViT 43 1,058 0 08 Jun 2021
Large-scale Unsupervised Semantic Segmentation Shangqi Gao Zhong-Yu Li Ming-Hsuan Yang Mingg-Ming Cheng Junwei Han Philip H. S. Torr UQCV 38 84 0 06 Jun 2021
Self-Damaging Contrastive Learning Ziyu Jiang Tianlong Chen Bobak J. Mortazavi Zhangyang Wang CLL 11 69 0 06 Jun 2021
Integrating Auxiliary Information in Self-supervised Learning Yao-Hung Hubert Tsai Tianqi Li Weixin Liu Peiyuan Liao Ruslan Salakhutdinov Louis-Philippe Morency SSL 17 7 0 05 Jun 2021
Efficient Classification of Very Large Images with Tiny Objects Fanjie Kong Ricardo Henao 19 34 0 04 Jun 2021
MexPub: Deep Transfer Learning for Metadata Extraction from German Publications Zeyd Boukhers Nada Beili Timo Hartmann Prantik Goswami Muhammad Arslan Zafar 11 9 0 04 Jun 2021
TVDIM: Enhancing Image Self-Supervised Pretraining via Noisy Text Data Pengda Qin Yuhong Li Kefeng Deng Qiang Wu 16 1 0 03 Jun 2021
Personalizing Pre-trained Models Mina Khan P. Srivatsa Advait Rane Shriram Chenniappa A. Hazariwala Pattie Maes VLM 45 5 0 02 Jun 2021
Rethinking Re-Sampling in Imbalanced Semi-Supervised Learning Ju He Adam Kortylewski Shaokang Yang Shuai Liu Cheng Yang Changhu Wang Alan Yuille 6 24 0 01 Jun 2021
Large-Scale Attribute-Object Compositions Filip Radenovic Animesh Sinha Albert Gordo Tamara L. Berg D. Mahajan OCL 11 7 0 24 May 2021
Do We Really Need to Learn Representations from In-domain Data for Outlier Detection? Zhisheng Xiao Qing Yan Y. Amit OOD UQCV 17 18 0 19 May 2021
Efficient Transfer Learning via Joint Adaptation of Network Architecture and Weight Ming-hui Sun Haoxuan Dou Junjie Yan 11 2 0 19 May 2021
Vision Transformers are Robust Learners Sayak Paul Pin-Yu Chen ViT 19 305 0 17 May 2021
When Does Contrastive Visual Representation Learning Work? Elijah Cole Xuan S. Yang Kimberly Wilber Oisin Mac Aodha Serge J. Belongie SSL 21 123 0 12 May 2021
VideoLT: Large-scale Long-tailed Video Recognition Xing Zhang Zuxuan Wu Zejia Weng H. Fu Jingjing Chen Yu-Gang Jiang Larry S. Davis 30 41 0 06 May 2021
TABBIE: Pretrained Representations of Tabular Data H. Iida Dung Ngoc Thai Varun Manjunatha Mohit Iyyer LMTD SSL VLM 14 170 0 06 May 2021
Audio Retrieval with Natural Language Queries Andreea-Maria Oncescu A. Sophia Koepke João F. Henriques Zeynep Akata Samuel Albanie 19 77 0 05 May 2021
Poisoning the Unlabeled Dataset of Semi-Supervised Learning Nicholas Carlini AAML 149 68 0 04 May 2021
MLP-Mixer: An all-MLP Architecture for Vision Ilya O. Tolstikhin N. Houlsby Alexander Kolesnikov Lucas Beyer Xiaohua Zhai ... Andreas Steiner Daniel Keysers Jakob Uszkoreit Mario Lucic Alexey Dosovitskiy 271 2,603 0 04 May 2021
A Deep Learning Framework for Lifelong Machine Learning Charles X. Ling Tanner A. Bohn CLL 22 5 0 01 May 2021
Faster Meta Update Strategy for Noise-Robust Deep Learning Youjiang Xu Linchao Zhu Lu Jiang Yi Yang 25 51 0 30 Apr 2021
Inspect, Understand, Overcome: A Survey of Practical Methods for AI Safety Sebastian Houben Stephanie Abrecht Maram Akila Andreas Bär Felix Brockherde ... Serin Varghese Michael Weber Sebastian J. Wirkert Tim Wirtz Matthias Woehrle AAML 13 58 0 29 Apr 2021
Open-vocabulary Object Detection via Vision and Language Knowledge Distillation Xiuye Gu Tsung-Yi Lin Weicheng Kuo Yin Cui VLM ObjD 225 898 0 28 Apr 2021
Boosting Co-teaching with Compression Regularization for Label Noise Yingyi Chen Xin Shen S. Hu Johan A. K. Suykens NoLa 37 45 0 28 Apr 2021
Self-distillation with Batch Knowledge Ensembling Improves ImageNet Classification Yixiao Ge Xiao Zhang Ching Lam Choi Ka Chun Cheung Peipei Zhao Feng Zhu Xiaogang Wang Rui Zhao Hongsheng Li FedML UQCV 132 25 0 27 Apr 2021
If your data distribution shifts, use self-learning E. Rusak Steffen Schneider George Pachitariu L. Eck Peter V. Gehler Oliver Bringmann Wieland Brendel Matthias Bethge VLM OOD TTA 79 29 0 27 Apr 2021
How Well Does Self-Supervised Pre-Training Perform with Streaming Data? Dapeng Hu Shipeng Yan Qizhengqiu Lu Lanqing Hong Hailin Hu Yifan Zhang Zhenguo Li Xinchao Wang Jiashi Feng 50 28 0 25 Apr 2021
A Framework using Contrastive Learning for Classification with Noisy Labels Madalina Ciortan R. Dupuis Thomas Peel VLM NoLa 21 12 0 19 Apr 2021
Robust Learning Meets Generative Models: Can Proxy Distributions Improve Adversarial Robustness? Vikash Sehwag Saeed Mahloujifar Tinashe Handina Sihui Dai Chong Xiang M. Chiang Prateek Mittal OOD 39 127 0 19 Apr 2021
Data-Efficient Language-Supervised Zero-Shot Learning with Self-Distillation Rui Cheng Bichen Wu Peizhao Zhang Peter Vajda Joseph E. Gonzalez CLIP VLM 21 31 0 18 Apr 2021
Accelerating Sparse Deep Neural Networks Asit K. Mishra J. Latorre Jeff Pool Darko Stosic Dusan Stosic Ganesh Venkatesh Chong Yu Paulius Micikevicius 11 221 0 16 Apr 2021
TEACHTEXT: CrossModal Generalized Distillation for Text-Video Retrieval Ioana Croitoru Simion-Vlad Bogolin Marius Leordeanu Hailin Jin Andrew Zisserman Samuel Albanie Yang Liu VGen 13 124 0 16 Apr 2021
Exploring Visual Engagement Signals for Representation Learning Menglin Jia Zuxuan Wu A. Reiter Claire Cardie Serge J. Belongie Ser-Nam Lim 21 13 0 15 Apr 2021
Micro-Estimates of Wealth for all Low- and Middle-Income Countries Guanghua Chi Han Fang S. Chatterjee J. Blumenstock 18 134 0 15 Apr 2021
StEP: Style-based Encoder Pre-training for Multi-modal Image Synthesis Moustafa Meshry Yixuan Ren L. Davis Abhinav Shrivastava 9 11 0 14 Apr 2021
DropLoss for Long-Tail Instance Segmentation Ting-I Hsieh Esther Robb Hwann-Tzong Chen Jia-Bin Huang 15 49 0 13 Apr 2021
Image-Level or Object-Level? A Tale of Two Resampling Strategies for Long-Tailed Detection Nadine Chang Zhiding Yu Yu-xiong Wang Anima Anandkumar Sanja Fidler J. Álvarez 28 37 0 12 Apr 2021
Video-aided Unsupervised Grammar Induction Songyang Zhang Linfeng Song Lifeng Jin Kun Xu Dong Yu Jiebo Luo 22 26 0 09 Apr 2021
ORBIT: A Real-World Few-Shot Dataset for Teachable Object Recognition Daniela Massiceti L. Zintgraf J. Bronskill Lida Theodorou Matthew Tobias Harris Edward Cutrell C. Morrison Katja Hofmann Simone Stumpf 14 44 0 08 Apr 2021
Comparing Transfer and Meta Learning Approaches on a Unified Few-Shot Classification Benchmark Vincent Dumoulin N. Houlsby Utku Evci Xiaohua Zhai Ross Goroshin Sylvain Gelly Hugo Larochelle 27 26 0 06 Apr 2021
Procrustean Training for Imbalanced Deep Learning Han-Jia Ye De-Chuan Zhan Wei-Lun Chao 16 31 0 05 Apr 2021
Adaptive Class Suppression Loss for Long-Tail Object Detection Tong Wang Yousong Zhu Chaoyang Zhao Wei Zeng Jinqiao Wang Ming Tang 17 109 0 02 Apr 2021
Bipartite Graph Network with Adaptive Message Passing for Unbiased Scene Graph Generation Rongjie Li Songyang Zhang Bo Wan Xuming He 185 214 0 01 Apr 2021
EfficientNetV2: Smaller Models and Faster Training Mingxing Tan Quoc V. Le EgoV 14 2,607 0 01 Apr 2021
DAP: Detection-Aware Pre-training with Weak Supervision Yuanyi Zhong Jianfeng Wang Lijuan Wang Jian-wei Peng Yu-xiong Wang Lei Zhang 27 15 0 30 Mar 2021
Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data Oscar Manas Alexandre Lacoste Xavier Giró-i-Nieto David Vazquez Pau Rodríguez López 17 258 0 30 Mar 2021
Pre-training strategies and datasets for facial representation learning Adrian Bulat Shiyang Cheng Jing Yang A. Garbett Enrique Sanchez Georgios Tzimiropoulos CVBM SSL 21 36 0 30 Mar 2021
ViViT: A Video Vision Transformer Anurag Arnab Mostafa Dehghani G. Heigold Chen Sun Mario Lucic Cordelia Schmid ViT 30 2,087 0 29 Mar 2021