Exploring the Limits of Weakly Supervised Pretraining

2 May 2018

Laurens van der Maaten

VLM

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Papers citing "Exploring the Limits of Weakly Supervised Pretraining"

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Title
Deep Learning Methods for Abstract Visual Reasoning: A Survey on Raven's Progressive Matrices Mikolaj Malkiñski Jacek Mańdziuk 125 42 0 28 Jan 2022
Revisiting Weakly Supervised Pre-Training of Visual Perception Models Mannat Singh Laura Gustafson Aaron B. Adcock Vinicius de Freitas Reis B. Gedik Raj Prateek Kosaraju D. Mahajan Ross B. Girshick Piotr Dollár Laurens van der Maaten VLM 40 123 0 20 Jan 2022
What can we learn from misclassified ImageNet images? Shixian Wen A. Rios Kiran Lekkala Laurent Itti 30 7 0 20 Jan 2022
The CLEAR Benchmark: Continual LEArning on Real-World Imagery Zhiqiu Lin Jia Shi Deepak Pathak Deva Ramanan CLL VLM 148 92 0 17 Jan 2022
Transferability in Deep Learning: A Survey Junguang Jiang Yang Shu Jianmin Wang Mingsheng Long OOD 34 101 0 15 Jan 2022
Offline-Online Associated Camera-Aware Proxies for Unsupervised Person Re-identification Menglin Wang Jiachen Li Baisheng Lai Xiaojin Gong Xiansheng Hua 22 23 0 15 Jan 2022
Pedestrian Detection: Domain Generalization, CNNs, Transformers and Beyond Irtiza Hasan Tianran Ouyang Jinpeng Li S. Akram Ling Shao ViT 24 23 0 10 Jan 2022
Learning with Less Labels in Digital Pathology via Scribble Supervision from Natural Images Eu Wern Teh Graham W. Taylor 10 1 0 07 Jan 2022
AutoBalance: Optimized Loss Functions for Imbalanced Data Mingchen Li Xuechen Zhang Christos Thrampoulidis Jiasi Chen Samet Oymak 19 67 0 04 Jan 2022
Delving into Sample Loss Curve to Embrace Noisy and Imbalanced Data Shenwang Jiang Jianan Li Ying Wang Bo Huang Zhang Zhang Tingfa Xu NoLa 34 31 0 30 Dec 2021
Cross Modal Retrieval with Querybank Normalisation Simion-Vlad Bogolin Ioana Croitoru Hailin Jin Yang Liu Samuel Albanie 27 84 0 23 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 27 150 0 20 Dec 2021
On Efficient Transformer-Based Image Pre-training for Low-Level Vision Wenbo Li Xin Lu Shengju Qian Jiangbo Lu Xinming Zhang Jiaya Jia ViT 32 85 0 19 Dec 2021
Data Efficient Language-supervised Zero-shot Recognition with Optimal Transport Distillation Bichen Wu Rui Cheng Peizhao Zhang Tianren Gao Peter Vajda Joseph E. Gonzalez VLM 22 45 0 17 Dec 2021
Audio Retrieval with Natural Language Queries: A Benchmark Study A. Sophia Koepke Andreea-Maria Oncescu João F. Henriques Zeynep Akata Samuel Albanie 24 100 0 17 Dec 2021
Rethinking Nearest Neighbors for Visual Classification Menglin Jia Bor-Chun Chen Zuxuan Wu Claire Cardie Serge Belongie Ser-Nam Lim SSL 41 10 0 15 Dec 2021
Towards General and Efficient Active Learning Yichen Xie Masayoshi Tomizuka Wei Zhan VLM 35 10 0 15 Dec 2021
Neural Belief Propagation for Scene Graph Generation Daqi Liu M. Bober J. Kittler GNN 21 8 0 10 Dec 2021
Annotation-efficient cancer detection with report-guided lesion annotation for deep learning-based prostate cancer detection in bpMRI Joeran S. Bosma A. Saha M. Hosseinzadeh Ivan Slootweg Maarten de Rooij Henkjan Huisman 37 29 0 09 Dec 2021
A Transferable Approach for Partitioning Machine Learning Models on Multi-Chip-Modules Xinfeng Xie Prakash Prabhu Ulysse Beaugnon P. Phothilimthana Sudip Roy Azalia Mirhoseini E. Brevdo James Laudon Yanqi Zhou 38 5 0 07 Dec 2021
General Facial Representation Learning in a Visual-Linguistic Manner Yinglin Zheng Hao Yang Ting Zhang Jianmin Bao Dongdong Chen Yangyu Huang Lu Yuan Dong Chen Ming Zeng Fang Wen CVBM 146 164 0 06 Dec 2021
Lightweight Attentional Feature Fusion: A New Baseline for Text-to-Video Retrieval Fan Hu Aozhu Chen Ziyu Wang Fangming Zhou Jianfeng Dong Xirong Li 27 30 0 03 Dec 2021
The Augmented Image Prior: Distilling 1000 Classes by Extrapolating from a Single Image Yuki M. Asano Aaqib Saeed 45 7 0 01 Dec 2021
The Majority Can Help The Minority: Context-rich Minority Oversampling for Long-tailed Classification Seulki Park Youngkyu Hong Byeongho Heo Sangdoo Yun J. Choi 20 147 0 01 Dec 2021
Task2Sim : Towards Effective Pre-training and Transfer from Synthetic Data Samarth Mishra Yikang Shen Cheng Perng Phoo Chun-Fu Chen Leonid Karlinsky Kate Saenko Venkatesh Saligrama Rogerio Feris 26 35 0 30 Nov 2021
A Simple Long-Tailed Recognition Baseline via Vision-Language Model Teli Ma Shijie Geng Mengmeng Wang Jing Shao Jiasen Lu Hongsheng Li Peng Gao Yu Qiao VLM 40 46 0 29 Nov 2021
Weakly-guided Self-supervised Pretraining for Temporal Activity Detection Kumara Kahatapitiya Zhou Ren Haoxiang Li Zhenyu Wu Michael S. Ryoo G. Hua ViT 28 6 0 26 Nov 2021
VL-LTR: Learning Class-wise Visual-Linguistic Representation for Long-Tailed Visual Recognition Changyao Tian Wenhai Wang Xizhou Zhu Jifeng Dai Yu Qiao VLM 32 70 0 26 Nov 2021
Not All Relations are Equal: Mining Informative Labels for Scene Graph Generation A. Goel Basura Fernando Frank Keller Hakan Bilen 32 30 0 26 Nov 2021
Transferability Metrics for Selecting Source Model Ensembles A. Agostinelli J. Uijlings Thomas Mensink V. Ferrari 15 23 0 25 Nov 2021
One to Transfer All: A Universal Transfer Framework for Vision Foundation Model with Few Data Yujie Wang Junqin Huang Mengya Gao Yichao Wu Zhen-fei Yin Ding Liang Junjie Yan 14 0 0 24 Nov 2021
RedCaps: web-curated image-text data created by the people, for the people Karan Desai Gaurav Kaul Zubin Aysola Justin Johnson 31 162 0 22 Nov 2021
Combined Scaling for Zero-shot Transfer Learning Hieu H. Pham Zihang Dai Golnaz Ghiasi Kenji Kawaguchi Hanxiao Liu ... Yi-Ting Chen Minh-Thang Luong Yonghui Wu Mingxing Tan Quoc V. Le VLM 17 194 0 19 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 26 34 0 16 Nov 2021
LiT: Zero-Shot Transfer with Locked-image text Tuning Xiaohua Zhai Tianlin Li Basil Mustafa Andreas Steiner Daniel Keysers Alexander Kolesnikov Lucas Beyer VLM 48 544 0 15 Nov 2021
Scalable Diverse Model Selection for Accessible Transfer Learning Daniel Bolya Rohit Mittapalli Judy Hoffman OODD 27 42 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 7,481 0 11 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
How Important is Importance Sampling for Deep Budgeted Training? Eric Arazo Diego Ortego Paul Albert Noel E. O'Connor Kevin McGuinness 23 7 0 27 Oct 2021
CvT-ASSD: Convolutional vision-Transformer Based Attentive Single Shot MultiBox Detector Weiqiang Jin Hang Yu Xiangfeng Luo ViT 27 14 0 24 Oct 2021
Ranking and Tuning Pre-trained Models: A New Paradigm for Exploiting Model Hubs Kaichao You Yong Liu Ziyang Zhang Jianmin Wang Michael I. Jordan Mingsheng Long 119 32 0 20 Oct 2021
Improving Tail-Class Representation with Centroid Contrastive Learning A. M. H. Tiong Junnan Li Guosheng Lin Boyang Albert Li Caiming Xiong Guosheng Lin VLM 36 13 0 19 Oct 2021
MEMO: Test Time Robustness via Adaptation and Augmentation Marvin Zhang Sergey Levine Chelsea Finn OOD TTA 40 304 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 37 274 0 18 Oct 2021
Prediction of Lung CT Scores of Systemic Sclerosis by Cascaded Regression Neural Networks Jingnan Jia Marius Staring Irene Hernández-Girón L. Kroft A. Schouffoer B. Stoel 27 2 0 15 Oct 2021
Newer is not always better: Rethinking transferability metrics, their peculiarities, stability and performance Shibal Ibrahim Natalia Ponomareva Rahul Mazumder AAML 114 16 0 13 Oct 2021
NoisyActions2M: A Multimedia Dataset for Video Understanding from Noisy Labels Mohit Sharma Rajkumar Patra Harshali Desai Shruti Vyas Yogesh S Rawat R. Shah VGen NoLa 24 3 0 13 Oct 2021
Deep Long-Tailed Learning: A Survey Yifan Zhang Bingyi Kang Bryan Hooi Shuicheng Yan Jiashi Feng VLM 20 560 0 09 Oct 2021
RankingMatch: Delving into Semi-Supervised Learning with Consistency Regularization and Ranking Loss Trung Q. Tran Mingu Kang Daeyoung Kim 24 2 0 09 Oct 2021
Using Contrastive Learning and Pseudolabels to learn representations for Retail Product Image Classification Muktabh Mayank Srivastava NoLa SSL 41 1 0 07 Oct 2021