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Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision

16 February 2022

Papers citing "Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision"

50 / 75 papers shown

Title
Multi-Scale Manifold Alignment: A Unified Framework for Enhanced Explainability of Large Language Models Yukun Zhang Qi Dong 15 0 0 24 May 2025
Fair Foundation Models for Medical Image Analysis: Challenges and Perspectives Dilermando Queiroz Anderson Carlos André Anjos Lilian Berton 119 0 0 24 Feb 2025
AllSpark: A Multimodal Spatio-Temporal General Intelligence Model with Ten Modalities via Language as a Reference Framework Run Shao Cheng Yang Qiujun Li Qing Zhu Yongjun Zhang ... Yu Liu Yong Tang Dapeng Liu Shizhong Yang Haifeng Li 152 0 0 08 Jan 2025
DINOv2 Meets Text: A Unified Framework for Image- and Pixel-Level Vision-Language Alignment Cijo Jose Théo Moutakanni Dahyun Kang Federico Baldassarre Timothée Darcet ... Maxime Oquab Oriane Siméoni Huy V. Vo Patrick Labatut Piotr Bojanowski CLIP VLM 175 8 0 20 Dec 2024
Autoregressive Sequence Modeling for 3D Medical Image Representation Siwen Wang Churan Wang Fei Gao Lixian Su Fandong Zhang Yizhou Wang Yizhou Yu MedIm 127 1 0 13 Sep 2024
A Preliminary Exploration Towards General Image Restoration Xiangtao Kong Jinjin Gu Yihao Liu Wenlong Zhang Xiangyu Chen Yu Qiao Chao Dong DiffM 87 3 0 27 Aug 2024
From Local Concepts to Universals: Evaluating the Multicultural Understanding of Vision-Language Models Mehar Bhatia Sahithya Ravi Aditya Chinchure EunJeong Hwang Vered Shwartz VLM 117 4 0 28 Jun 2024
Fairness and Bias in Multimodal AI: A Survey Tosin Adewumi Lama Alkhaled Namrata Gurung G. V. Boven Irene Pagliai 117 10 0 27 Jun 2024
Using Self-supervised Learning Can Improve Model Fairness Sofia Yfantidou Dimitris Spathis Marios Constantinides Athena Vakali Daniele Quercia F. Kawsar 121 4 0 04 Jun 2024
Automatic Data Curation for Self-Supervised Learning: A Clustering-Based Approach Huy V. Vo Vasil Khalidov Timothée Darcet Théo Moutakanni Nikita Smetanin ... Maxime Oquab Armand Joulin Hervé Jégou Patrick Labatut Piotr Bojanowski SSL 161 23 0 24 May 2024
A Review on Discriminative Self-supervised Learning Methods in Computer Vision Nikolaos Giakoumoglou Tania Stathaki Athanasios Gkelias SSL 114 1 0 08 May 2024
An Experimental Comparison Of Multi-view Self-supervised Methods For Music Tagging Gabriel Meseguer-Brocal Dorian Desblancs Romain Hennequin SSL 74 3 0 14 Apr 2024
Multi-Stage Multi-Modal Pre-Training for Automatic Speech Recognition Yash Jain David M. Chan Pranav Dheram Aparna Khare Olabanji Shonibare Venkatesh Ravichandran Shalini Ghosh 75 2 0 28 Mar 2024
On Pretraining Data Diversity for Self-Supervised Learning Hasan Hammoud Tuhin Das Fabio Pizzati Philip Torr Adel Bibi Guohao Li 150 3 0 20 Mar 2024
Annotations on a Budget: Leveraging Geo-Data Similarity to Balance Model Performance and Annotation Cost Oana Ignat Longju Bai Joan Nwatu Rada Mihalcea 76 6 0 12 Mar 2024
Can Generative Models Improve Self-Supervised Representation Learning? Sana Ayromlou Arash Afkanpour Vahid Reza Khazaie Fereshteh Forghani 87 3 0 09 Mar 2024
Tell, Don't Show!: Language Guidance Eases Transfer Across Domains in Images and Videos Tarun Kalluri Bodhisattwa Prasad Majumder Manmohan Chandraker VLM 80 5 0 08 Mar 2024
DatUS^2: Data-driven Unsupervised Semantic Segmentation with Pre-trained Self-supervised Vision Transformer Sonal Kumar Arijit Sur R. Baruah ViT 90 2 0 23 Jan 2024
Scalable Pre-training of Large Autoregressive Image Models Alaaeldin El-Nouby Michal Klein Shuangfei Zhai Miguel Angel Bautista Alexander Toshev Vaishaal Shankar J. Susskind Armand Joulin VLM 105 80 0 16 Jan 2024
Evaluating Fairness in Self-supervised and Supervised Models for Sequential Data Sofia Yfantidou Dimitris Spathis Marios Constantinides Athena Vakali Daniele Quercia F. Kawsar 107 2 0 03 Jan 2024
Can LLMs Configure Software Tools Jai Kannan 40 1 0 11 Dec 2023
Bootstrapping Autonomous Driving Radars with Self-Supervised Learning Yiduo Hao Sohrab Madani Junfeng Guan Mohammed Alloulah Saurabh Gupta Haitham Hassanieh SSL 66 3 0 07 Dec 2023
SABAF: Removing Strong Attribute Bias from Neural Networks with Adversarial Filtering Jiazhi Li Mahyar Khayatkhoei Jiageng Zhu Hanchen Xie Mohamed E. Hussein Wael AbdAlmageed 47 2 0 13 Nov 2023
Does Progress On Object Recognition Benchmarks Improve Real-World Generalization? Megan Richards Polina Kirichenko Diane Bouchacourt Mark Ibrahim VLM 93 13 0 24 Jul 2023
Diffusion Models Beat GANs on Image Classification Soumik Mukhopadhyay M. Gwilliam Vatsal Agarwal Namitha Padmanabhan A. Swaminathan Srinidhi Hegde Dinesh Manocha Abhinav Shrivastava DiffM 158 48 1 17 Jul 2023
L-DAWA: Layer-wise Divergence Aware Weight Aggregation in Federated Self-Supervised Visual Representation Learning Yasar Abbas Ur Rehman Yan Gao Pedro Gusmão Mina Alibeigi Jiajun Shen Nicholas D. Lane FedML 88 19 0 14 Jul 2023
Towards Open Federated Learning Platforms: Survey and Vision from Technical and Legal Perspectives Moming Duan Qinbin Li Linshan Jiang Bingsheng He FedML 90 5 0 05 Jul 2023
Out of Distribution Generalization via Interventional Style Transfer in Single-Cell Microscopy Wolfgang M. Pernice Michael Doron A. Quach Aditya Pratapa Sultan Kenjeyev N. Veaux Michio Hirano Juan C. Caicedo OOD 43 7 0 15 Jun 2023
GCT-TTE: Graph Convolutional Transformer for Travel Time Estimation Vladimir Mashurov Vaagn Chopurian Vadim Porvatov Arseny Ivanov Natalia Semenova ViT 73 11 0 07 Jun 2023
A Cookbook of Self-Supervised Learning Randall Balestriero Mark Ibrahim Vlad Sobal Ari S. Morcos Shashank Shekhar ... Pierre Fernandez Amir Bar Hamed Pirsiavash Yann LeCun Micah Goldblum SyDa FedML SSL 145 284 0 24 Apr 2023
DINOv2: Learning Robust Visual Features without Supervision Maxime Oquab Timothée Darcet Théo Moutakanni Huy Q. Vo Marc Szafraniec ... Hervé Jégou Julien Mairal Patrick Labatut Armand Joulin Piotr Bojanowski VLM CLIP SSL 430 3,521 0 14 Apr 2023
Pinpointing Why Object Recognition Performance Degrades Across Income Levels and Geographies Laura Gustafson Megan Richards Melissa Hall C. Hazirbas Diane Bouchacourt Mark Ibrahim 66 7 0 11 Apr 2023
A View From Somewhere: Human-Centric Face Representations Jerone T. A. Andrews Przemyslaw K. Joniak Alice Xiang CVBM 71 9 0 30 Mar 2023
Sparse-IFT: Sparse Iso-FLOP Transformations for Maximizing Training Efficiency Vithursan Thangarasa Shreyas Saxena Abhay Gupta Sean Lie 108 5 0 21 Mar 2023
The Multimodal And Modular Ai Chef: Complex Recipe Generation From Imagery David Noever S. M. Noever 398 7 0 20 Mar 2023
Instance-Conditioned GAN Data Augmentation for Representation Learning Pietro Astolfi Arantxa Casanova Jakob Verbeek Pascal Vincent Adriana Romero Soriano M. Drozdzal 73 6 0 16 Mar 2023
Overwriting Pretrained Bias with Finetuning Data Angelina Wang Olga Russakovsky 63 33 0 10 Mar 2023
RoPAWS: Robust Semi-supervised Representation Learning from Uncurated Data Sangwoo Mo Jong-Chyi Su Chih-Yao Ma Mido Assran Ishan Misra Licheng Yu Sean Bell AI4TS 65 14 0 28 Feb 2023
Towards Reliable Assessments of Demographic Disparities in Multi-Label Image Classifiers Melissa Hall Bobbie Chern Laura Gustafson Denisse Ventura Harshad Kulkarni Candace Ross Nicolas Usunier 63 6 0 16 Feb 2023
Ethical Considerations for Responsible Data Curation Jerone T. A. Andrews Dora Zhao William Thong Apostolos Modas Orestis Papakyriakopoulos Alice Xiang 136 22 0 07 Feb 2023
Effective Robustness against Natural Distribution Shifts for Models with Different Training Data Zhouxing Shi Nicholas Carlini Ananth Balashankar Ludwig Schmidt Cho-Jui Hsieh Alex Beutel Yao Qin OOD 50 10 0 02 Feb 2023
A Simple Recipe for Competitive Low-compute Self supervised Vision Models Quentin Duval Ishan Misra Nicolas Ballas 62 9 0 23 Jan 2023
Neuromorphic High-Frequency 3D Dancing Pose Estimation in Dynamic Environment Zhongyang Zhang Kaidong Chai Haowen Yu Ramzi M Majaj Francesca Walsh Edward Wang U. Mahbub H. Siegelmann Donghyun Kim Tauhidur Rahman 3DH 55 19 0 17 Jan 2023
On the Convergence of Stochastic Gradient Descent in Low-precision Number Formats M. Cacciola A. Frangioni M. Asgharian Alireza Ghaffari V. Nia 72 4 0 04 Jan 2023
Universal Object Detection with Large Vision Model Feng-Huei Lin Wenze Hu Yaowei Wang Yonghong Tian Guangming Lu Fanglin Chen Yong-mei Xu Xiaoyu Wang VLM ObjD 92 8 0 19 Dec 2022
Manifestations of Xenophobia in AI Systems Nenad Tomašev J. L. Maynard Iason Gabriel 102 9 0 15 Dec 2022
Learning useful representations for shifting tasks and distributions Jianyu Zhang Léon Bottou OOD 72 14 0 14 Dec 2022
Simplicity Bias Leads to Amplified Performance Disparities Samuel J. Bell Levent Sagun 46 13 0 13 Dec 2022
A Whac-A-Mole Dilemma: Shortcuts Come in Multiples Where Mitigating One Amplifies Others Zhiheng Li Ivan Evtimov Albert Gordo C. Hazirbas Tal Hassner Cristian Canton Ferrer Chenliang Xu Mark Ibrahim 86 78 0 09 Dec 2022
Assessing Neural Network Robustness via Adversarial Pivotal Tuning Peter Ebert Christensen Vésteinn Snaebjarnarson Andrea Dittadi Serge Belongie Sagie Benaim AAML 76 1 0 17 Nov 2022