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
Deep Learning Methods for Abstract Visual Reasoning: A Survey on Raven's Progressive Matrices Mikolaj Malkiñski Jacek Mańdziuk 120 41 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 L. V. D. van der Maaten VLM 34 123 0 20 Jan 2022
What can we learn from misclassified ImageNet images? Shixian Wen A. Rios Kiran Lekkala Laurent Itti 14 7 0 20 Jan 2022
The CLEAR Benchmark: Continual LEArning on Real-World Imagery Zhiqiu Lin Jia Shi Deepak Pathak Deva Ramanan CLL VLM 145 91 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 17 22 0 15 Jan 2022
Pedestrian Detection: Domain Generalization, CNNs, Transformers and Beyond Irtiza Hasan Tianran Ouyang Jinpeng Li S. Akram Ling Shao ViT 22 23 0 10 Jan 2022
Learning with Less Labels in Digital Pathology via Scribble Supervision from Natural Images Eu Wern Teh Graham W. Taylor 8 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 26 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 27 148 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 83 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 22 100 0 17 Dec 2021
Rethinking Nearest Neighbors for Visual Classification Menglin Jia Bor-Chun Chen Zuxuan Wu Claire Cardie Serge J. Belongie Ser-Nam Lim SSL 41 10 0 15 Dec 2021
Towards General and Efficient Active Learning Yichen Xie M. Tomizuka Wei Zhan VLM 35 10 0 15 Dec 2021
Neural Belief Propagation for Scene Graph Generation Daqi Liu M. Bober J. Kittler GNN 19 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 29 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 30 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 143 163 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 22 30 0 03 Dec 2021
The Augmented Image Prior: Distilling 1000 Classes by Extrapolating from a Single Image Yuki M. Asano Aaqib Saeed 40 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 Rameswar Panda Cheng Perng Phoo Chun-Fu Chen Leonid Karlinsky Kate Saenko Venkatesh Saligrama Rogerio Feris 26 33 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 30 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 69 0 26 Nov 2021
Not All Relations are Equal: Mining Informative Labels for Scene Graph Generation A. Goel Basura Fernando Frank Keller Hakan Bilen 30 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 17 162 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 8 193 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 16 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 48 541 0 15 Nov 2021
Scalable Diverse Model Selection for Accessible Transfer Learning Daniel Bolya Rohit Mittapalli Judy Hoffman OODD 27 41 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 305 7,443 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 17 7 0 27 Oct 2021
CvT-ASSD: Convolutional vision-Transformer Based Attentive Single Shot MultiBox Detector Weiqiang Jin Hang Yu Xiangfeng Luo ViT 11 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 110 30 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 S. Hoi VLM 31 13 0 19 Oct 2021
MEMO: Test Time Robustness via Adaptation and Augmentation Marvin Zhang Sergey Levine Chelsea Finn OOD TTA 40 300 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
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 17 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 106 16 0 13 Oct 2021
NoisyActions2M: A Multimedia Dataset for Video Understanding from Noisy Labels Mohit Sharma Rajkumar Patra Harshali Desai Shruti Vyas Y. S. Rawat R. Shah VGen NoLa 16 3 0 13 Oct 2021
Deep Long-Tailed Learning: A Survey Yifan Zhang Bingyi Kang Bryan Hooi Shuicheng Yan Jiashi Feng VLM 18 558 0 09 Oct 2021
RankingMatch: Delving into Semi-Supervised Learning with Consistency Regularization and Ranking Loss Trung Q. Tran Mingu Kang Daeyoung Kim 16 2 0 09 Oct 2021
Using Contrastive Learning and Pseudolabels to learn representations for Retail Product Image Classification Muktabh Mayank Srivastava NoLa SSL 33 1 0 07 Oct 2021