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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Title
Accurate and Efficient Intracranial Hemorrhage Detection and Subtype Classification in 3D CT Scans with Convolutional and Long Short-Term Memory Neural Networks Mihail Burduja Radu Tudor Ionescu N. Verga 12 87 0 01 Aug 2020
Self-supervised learning through the eyes of a child A. Orhan Vaibhav Gupta Brenden Lake SSL 12 100 0 31 Jul 2020
Instance Selection for GANs Terrance Devries M. Drozdzal Graham W. Taylor 8 40 0 30 Jul 2020
Proof of Learning (PoLe): Empowering Machine Learning with Consensus Building on Blockchains Yixiao Lan Yuan Liu Boyang Albert Li 11 20 0 29 Jul 2020
Learning Video Representations from Textual Web Supervision Jonathan C. Stroud Zhichao Lu Chen Sun Jia Deng Rahul Sukthankar Cordelia Schmid David A. Ross SSL 27 48 0 29 Jul 2020
KPRNet: Improving projection-based LiDAR semantic segmentation Deyvid Kochanov F. Karimi Nejadasl O. Booij 3DPC 11 73 0 24 Jul 2020
Solving Long-tailed Recognition with Deep Realistic Taxonomic Classifier Tz-Ying Wu Pedro Morgado Pei Wang Chih-Hui Ho Nuno Vasconcelos 6 45 0 20 Jul 2020
Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets Tong Wu Qingqiu Huang Ziwei Liu Yu Wang Dahua Lin 17 228 0 19 Jul 2020
Improving Object Detection with Selective Self-supervised Self-training Yandong Li Di Huang Danfeng Qin Liqiang Wang Boqing Gong 17 65 0 17 Jul 2020
Multi-Stage Influence Function Hongge Chen Si Si Y. Li Ciprian Chelba Sanjiv Kumar Duane S. Boning Cho-Jui Hsieh TDI 12 17 0 17 Jul 2020
Distribution Aligning Refinery of Pseudo-label for Imbalanced Semi-supervised Learning Jaehyung Kim Youngbum Hur Sejun Park Eunho Yang Sung Ju Hwang Jinwoo Shin 6 159 0 17 Jul 2020
On Robustness and Transferability of Convolutional Neural Networks Josip Djolonga Jessica Yung Michael Tschannen Rob Romijnders Lucas Beyer ... D. Moldovan Sylvain Gelly N. Houlsby Xiaohua Zhai Mario Lucic OOD 8 153 0 16 Jul 2020
Do Adversarially Robust ImageNet Models Transfer Better? Hadi Salman Andrew Ilyas Logan Engstrom Ashish Kapoor A. Madry 32 416 0 16 Jul 2020
Tackling the Problem of Limited Data and Annotations in Semantic Segmentation Ahmadreza Jeddi 6 0 0 14 Jul 2020
Long-tail learning via logit adjustment A. Menon Sadeep Jayasumana A. S. Rawat Himanshu Jain Andreas Veit Sanjiv Kumar 65 683 0 14 Jul 2020
Contrastive Code Representation Learning Paras Jain Ajay Jain Tianjun Zhang Pieter Abbeel Joseph E. Gonzalez Ion Stoica SSL DRL 34 149 0 09 Jul 2020
Location Sensitive Image Retrieval and Tagging Raul Gomez J. Gibert Lluís Gómez Dimosthenis Karatzas 13 4 0 07 Jul 2020
Measuring Robustness to Natural Distribution Shifts in Image Classification Rohan Taori Achal Dave Vaishaal Shankar Nicholas Carlini Benjamin Recht Ludwig Schmidt OOD 22 530 0 01 Jul 2020
Improving robustness against common corruptions by covariate shift adaptation Steffen Schneider E. Rusak L. Eck Oliver Bringmann Wieland Brendel Matthias Bethge VLM 31 457 0 30 Jun 2020
GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding Dmitry Lepikhin HyoukJoong Lee Yuanzhong Xu Dehao Chen Orhan Firat Yanping Huang M. Krikun Noam M. Shazeer Z. Chen MoE 20 1,106 0 30 Jun 2020
The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization Dan Hendrycks Steven Basart Norman Mu Saurav Kadavath Frank Wang ... Samyak Parajuli Mike Guo D. Song Jacob Steinhardt Justin Gilmer OOD 60 1,664 0 29 Jun 2020
Train and You'll Miss It: Interactive Model Iteration with Weak Supervision and Pre-Trained Embeddings Mayee F. Chen Daniel Y. Fu Frederic Sala Sen Wu Ravi Teja Mullapudi Fait Poms Kayvon Fatahalian Christopher Ré 17 10 0 26 Jun 2020
Time for a Background Check! Uncovering the impact of Background Features on Deep Neural Networks Vikash Sehwag Rajvardhan Oak M. Chiang Prateek Mittal FAtt 12 7 0 24 Jun 2020
Advances in Asynchronous Parallel and Distributed Optimization By Mahmoud Assran Arda Aytekin Hamid Reza Feyzmahdavian M. Johansson Michael G. Rabbat 8 77 0 24 Jun 2020
ELF: An Early-Exiting Framework for Long-Tailed Classification Rahul Duggal Scott Freitas Sunny Dhamnani Duen Horng Chau Jimeng Sun 26 30 0 22 Jun 2020
Pyramidal Convolution: Rethinking Convolutional Neural Networks for Visual Recognition Ionut Cosmin Duta Li Liu Fan Zhu Ling Shao 20 195 0 20 Jun 2020
Shop The Look: Building a Large Scale Visual Shopping System at Pinterest Raymond Shiau Hao-Yu Wu Eric Kim Yue Li Du Anqi Guo Zhiyuan Zhang E. Li Kunlong Gu Charles R. Rosenberg Andrew Zhai 14 18 0 18 Jun 2020
Overcoming Classifier Imbalance for Long-tail Object Detection with Balanced Group Softmax Yu Li Tao Wang Bingyi Kang Sheng Tang Chunfeng Wang Jintao Li Jiashi Feng 14 262 0 18 Jun 2020
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 24 3,988 0 17 Jun 2020
Generalization by Recognizing Confusion Daniel Chiu Franklyn Wang S. Kominers NoLa 6 0 0 13 Jun 2020
Are we done with ImageNet? Lucas Beyer Olivier J. Hénaff Alexander Kolesnikov Xiaohua Zhai Aaron van den Oord VLM 13 395 0 12 Jun 2020
Rethinking Pre-training and Self-training Barret Zoph Golnaz Ghiasi Tsung-Yi Lin Yin Cui Hanxiao Liu E. D. Cubuk Quoc V. Le SSeg 24 645 0 11 Jun 2020
VirTex: Learning Visual Representations from Textual Annotations Karan Desai Justin Johnson SSL VLM 19 432 0 11 Jun 2020
Uncertainty-Aware CNNs for Depth Completion: Uncertainty from Beginning to End Abdelrahman Eldesokey M. Felsberg Karl Holmquist M. Persson BDL UQCV 12 112 0 05 Jun 2020
FBNetV3: Joint Architecture-Recipe Search using Predictor Pretraining Xiaoliang Dai Alvin Wan Peizhao Zhang Bichen Wu Zijian He ... Kan Chen Yuandong Tian Matthew Yu Peter Vajda Joseph E. Gonzalez 10 72 0 03 Jun 2020
Resolving Class Imbalance in Object Detection with Weighted Cross Entropy Losses Trong Huy Phan Kazuma Yamamoto 14 70 0 02 Jun 2020
Large-Scale Object Detection in the Wild from Imbalanced Multi-Labels Junran Peng Xingyuan Bu Ming-hui Sun Zhaoxiang Zhang T. Tan Junjie Yan VLM ObjD 11 60 0 18 May 2020
deepSELF: An Open Source Deep Self End-to-End Learning Framework Tomoya Koike Kun Qian Björn W. Schuller Yoshiharu Yamamoto SLR HAI 11 3 0 11 May 2020
Improving Semantic Segmentation via Self-Training Yi Zhu Zhongyue Zhang Chongruo Wu Zhi-Li Zhang Tong He Hang Zhang R. Manmatha Mu Li Alex Smola VLM SSL 21 56 0 30 Apr 2020
Gradient-Induced Co-Saliency Detection Zhao Zhang Wenda Jin Jun Xu Ming-Ming Cheng 17 103 0 28 Apr 2020
Augmenting Transformers with KNN-Based Composite Memory for Dialogue Angela Fan Claire Gardent Chloé Braud Antoine Bordes RALM 39 75 0 27 Apr 2020
Development of a High Fidelity Simulator for Generalised Photometric Based Space Object Classification using Machine Learning James Allworth Lloyd Windrim Jeffrey B Wardman D. Kucharski J. Bennett M. Bryson 8 5 0 26 Apr 2020
Cheaper Pre-training Lunch: An Efficient Paradigm for Object Detection Dongzhan Zhou Xinchi Zhou Hongwen Zhang Shuai Yi Wanli Ouyang VLM 18 16 0 25 Apr 2020
VehicleNet: Learning Robust Visual Representation for Vehicle Re-identification Zhedong Zheng Tao Ruan Yunchao Wei Yi Yang Tao Mei 24 151 0 14 Apr 2020
Would Mega-scale Datasets Further Enhance Spatiotemporal 3D CNNs? Hirokatsu Kataoka Tenga Wakamiya Kensho Hara Y. Satoh 3DPC 20 87 0 10 Apr 2020
State-Relabeling Adversarial Active Learning Beichen Zhang Liang Li Shijie Yang Shuhui Wang Zhengjun Zha Qingming Huang 21 126 0 10 Apr 2020
M2m: Imbalanced Classification via Major-to-minor Translation Jaehyung Kim Jongheon Jeong Jinwoo Shin 13 220 0 01 Apr 2020
How Useful is Self-Supervised Pretraining for Visual Tasks? Alejandro Newell Jia Deng SSL 17 136 0 31 Mar 2020
Omni-sourced Webly-supervised Learning for Video Recognition Haodong Duan Yue Zhao Yuanjun Xiong Wentao Liu Dahua Lin VLM 10 88 0 29 Mar 2020
Weakly Supervised Dataset Collection for Robust Person Detection Munetaka Minoguchi Ken Okayama Y. Satoh Hirokatsu Kataoka 14 4 0 27 Mar 2020