Do ImageNet Classifiers Generalize to ImageNet?

13 February 2019

Benjamin Recht

Papers citing "Do ImageNet Classifiers Generalize to ImageNet?"

50 / 340 papers shown

Title
IW-GAE: Importance Weighted Group Accuracy Estimation for Improved Calibration and Model Selection in Unsupervised Domain Adaptation Taejong Joo Diego Klabjan 33 1 0 16 Oct 2023
Conformal Prediction for Deep Classifier via Label Ranking Jianguo Huang Huajun Xi Linjun Zhang Huaxiu Yao Yue Qiu Hongxin Wei 33 21 0 10 Oct 2023
CWCL: Cross-Modal Transfer with Continuously Weighted Contrastive Loss R. S. Srinivasa Jaejin Cho Chouchang Yang Yashas Malur Saidutta Ching Hua Lee Yilin Shen Hongxia Jin VLM 27 8 0 26 Sep 2023
SCT: A Simple Baseline for Parameter-Efficient Fine-Tuning via Salient Channels Henry Hengyuan Zhao Pichao Wang Yuyang Zhao Hao Luo F. Wang Mike Zheng Shou ViT 29 14 0 15 Sep 2023
Cross-Modal Retrieval Meets Inference:Improving Zero-Shot Classification with Cross-Modal Retrieval Seong-Hoon Eom Namgyu Ho Jaehoon Oh Se-Young Yun CLIP VLM 26 0 0 29 Aug 2023
Knowledge-Aware Prompt Tuning for Generalizable Vision-Language Models Baoshuo Kan Teng Wang Wenpeng Lu Xiantong Zhen Weili Guan Feng Zheng VPVLM VLM 23 25 0 22 Aug 2023
VisIT-Bench: A Benchmark for Vision-Language Instruction Following Inspired by Real-World Use Yonatan Bitton Hritik Bansal Jack Hessel Rulin Shao Wanrong Zhu Anas Awadalla Josh Gardner Rohan Taori L. Schimdt VLM 29 77 0 12 Aug 2023
Distributionally Robust Classification on a Data Budget Ben Feuer Ameya Joshi Minh Pham C. Hegde OOD 27 2 0 07 Aug 2023
Robotic Vision for Human-Robot Interaction and Collaboration: A Survey and Systematic Review Nicole L. Robinson Brendan Tidd Dylan Campbell Dana Kulić Peter Corke 33 54 0 28 Jul 2023
Foundational Models Defining a New Era in Vision: A Survey and Outlook Muhammad Awais Muzammal Naseer Salman Khan Rao Muhammad Anwer Hisham Cholakkal M. Shah Ming Yang F. Khan VLM 26 118 0 25 Jul 2023
COCO-O: A Benchmark for Object Detectors under Natural Distribution Shifts Xiaofeng Mao YueFeng Chen Yao Zhu Da Chen Hang Su Rong Zhang H. Xue ObjD OOD 30 18 0 24 Jul 2023
Image Captions are Natural Prompts for Text-to-Image Models Shiye Lei Hao Chen Senyang Zhang Bo-Lu Zhao Dacheng Tao VLM 24 19 0 17 Jul 2023
An Empirical Study of Pre-trained Model Selection for Out-of-Distribution Generalization and Calibration Hiroki Naganuma Ryuichiro Hataya Kotaro Yoshida Ioannis Mitliagkas OODD 84 1 0 17 Jul 2023
Interpretable Computer Vision Models through Adversarial Training: Unveiling the Robustness-Interpretability Connection Delyan Boychev AAML 21 1 0 04 Jul 2023
Empirically Validating Conformal Prediction on Modern Vision Architectures Under Distribution Shift and Long-tailed Data Kevin Kasa Graham W. Taylor 27 2 0 03 Jul 2023
On Evaluation of Document Classification using RVL-CDIP Stefan Larson Gordon Lim Kevin Leach 26 3 0 21 Jun 2023
A Comprehensive Study on the Robustness of Image Classification and Object Detection in Remote Sensing: Surveying and Benchmarking Shaohui Mei Jiawei Lian Xiaofei Wang Yuru Su Mingyang Ma Lap-Pui Chau AAML 16 11 0 21 Jun 2023
Open Set Relation Extraction via Unknown-Aware Training Jun Zhao Xin Zhao Wenyu Zhan Qi Zhang Tao Gui Zhongyu Wei Yunwen Chen Xiang Gao Xuanjing Huang 22 1 0 08 Jun 2023
Benchmarking Robustness of Adaptation Methods on Pre-trained Vision-Language Models Shuo Chen Jindong Gu Zhen Han Yunpu Ma Philip H. S. Torr Volker Tresp VPVLM VLM 27 17 0 03 Jun 2023
PaLI-X: On Scaling up a Multilingual Vision and Language Model Xi Chen Josip Djolonga Piotr Padlewski Basil Mustafa Soravit Changpinyo ... Mojtaba Seyedhosseini A. Angelova Xiaohua Zhai N. Houlsby Radu Soricut VLM 44 187 0 29 May 2023
Building One-class Detector for Anything: Open-vocabulary Zero-shot OOD Detection Using Text-image Models Yunhao Ge Jie Jessie Ren Jiaping Zhao Kaifeng Chen Andrew Gallagher Laurent Itti Balaji Lakshminarayanan VLM ObjD 24 1 0 26 May 2023
Are Deep Neural Networks Adequate Behavioural Models of Human Visual Perception? Felix Wichmann Robert Geirhos 30 25 0 26 May 2023
Quantitatively Measuring and Contrastively Exploring Heterogeneity for Domain Generalization Yunze Tong Junkun Yuan Min Zhang Di-hua Zhu Keli Zhang Fei Wu Kun Kuang 26 7 0 25 May 2023
When are ensembles really effective? Ryan Theisen Hyunsuk Kim Yaoqing Yang Liam Hodgkinson Michael W. Mahoney FedML UQCV 22 15 0 21 May 2023
GeNAS: Neural Architecture Search with Better Generalization Joonhyun Jeong Joonsang Yu Geondo Park Dongyoon Han Y. Yoo 20 4 0 15 May 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 89 3,017 0 14 Apr 2023
RECLIP: Resource-efficient CLIP by Training with Small Images Runze Li Dahun Kim B. Bhanu Weicheng Kuo VLM CLIP 28 12 0 12 Apr 2023
Angler: Helping Machine Translation Practitioners Prioritize Model Improvements Samantha Robertson Zijie J. Wang Dominik Moritz Mary Beth Kery Fred Hohman 30 15 0 12 Apr 2023
Prompt Pre-Training with Twenty-Thousand Classes for Open-Vocabulary Visual Recognition Shuhuai Ren Aston Zhang Yi Zhu Shuai Zhang Shuai Zheng Mu Li Alexander J. Smola Xu Sun VPVLM VLM 19 28 0 10 Apr 2023
Reliable learning in challenging environments Maria-Florina Balcan Steve Hanneke Rattana Pukdee Dravyansh Sharma OOD 22 4 0 06 Apr 2023
On the Variance of Neural Network Training with respect to Test Sets and Distributions Keller Jordan OOD 16 10 0 04 Apr 2023
DIME-FM: DIstilling Multimodal and Efficient Foundation Models Ximeng Sun Pengchuan Zhang Peizhao Zhang Hardik Shah Kate Saenko Xide Xia VLM 18 20 0 31 Mar 2023
Generating Adversarial Samples in Mini-Batches May Be Detrimental To Adversarial Robustness T. Redgrave Colton R. Crum AAML 16 0 0 30 Mar 2023
Your Diffusion Model is Secretly a Zero-Shot Classifier Alexander C. Li Mihir Prabhudesai Shivam Duggal Ellis L Brown Deepak Pathak DiffM VLM 33 223 0 28 Mar 2023
EVA-CLIP: Improved Training Techniques for CLIP at Scale Quan-Sen Sun Yuxin Fang Ledell Yu Wu Xinlong Wang Yue Cao CLIP VLM 52 463 0 27 Mar 2023
Exploring contrast generalisation in deep learning-based brain MRI-to-CT synthesis Lotte Nijskens Cornelis C. D. Berg Joost Verhoeff M. Maspero OOD MedIm 26 8 0 17 Mar 2023
Patch-Prompt Aligned Bayesian Prompt Tuning for Vision-Language Models Xinyang Liu Dongsheng Wang Bowei Fang Miaoge Li Zhibin Duan Yishi Xu Bo Chen Mingyuan Zhou VLM VPVLM 21 5 0 16 Mar 2023
CleanCLIP: Mitigating Data Poisoning Attacks in Multimodal Contrastive Learning Hritik Bansal Nishad Singhi Yu Yang Fan Yin Aditya Grover Kai-Wei Chang AAML 29 42 0 06 Mar 2023
Prompt, Generate, then Cache: Cascade of Foundation Models makes Strong Few-shot Learners Renrui Zhang Xiangfei Hu Bohao Li Siyuan Huang Hanqiu Deng Hongsheng Li Yu Qiao Peng Gao VLM MLLM 30 170 0 03 Mar 2023
Iterative Assessment and Improvement of DNN Operational Accuracy Antonio Guerriero R. Pietrantuono S. Russo AI4CE 10 4 0 02 Mar 2023
Convolutional Visual Prompt for Robust Visual Perception Yun-Yun Tsai Chengzhi Mao Junfeng Yang VLM VPVLM 31 13 0 01 Mar 2023
Efficiency 360: Efficient Vision Transformers Badri N. Patro Vijay Srinivas Agneeswaran 21 6 0 16 Feb 2023
Symbolic Discovery of Optimization Algorithms Xiangning Chen Chen Liang Da Huang Esteban Real Kaiyuan Wang ... Xuanyi Dong Thang Luong Cho-Jui Hsieh Yifeng Lu Quoc V. Le 50 350 0 13 Feb 2023
A Simple Zero-shot Prompt Weighting Technique to Improve Prompt Ensembling in Text-Image Models J. Allingham Jie Jessie Ren Michael W. Dusenberry Xiuye Gu Yin Cui Dustin Tran J. Liu Balaji Lakshminarayanan LLMAG VLM 24 32 0 13 Feb 2023
Scaling Vision Transformers to 22 Billion Parameters Mostafa Dehghani Josip Djolonga Basil Mustafa Piotr Padlewski Jonathan Heek ... Mario Luvcić Xiaohua Zhai Daniel Keysers Jeremiah Harmsen N. Houlsby MLLM 61 569 0 10 Feb 2023
Sketchy: Memory-efficient Adaptive Regularization with Frequent Directions Vladimir Feinberg Xinyi Chen Y. Jennifer Sun Rohan Anil Elad Hazan 21 12 0 07 Feb 2023
CLIPood: Generalizing CLIP to Out-of-Distributions Yang Shu Xingzhuo Guo Jialong Wu Ximei Wang Jianmin Wang Mingsheng Long OODD VLM 41 74 0 02 Feb 2023
Pathologies of Predictive Diversity in Deep Ensembles Taiga Abe E. Kelly Buchanan Geoff Pleiss John P. Cunningham UQCV 38 13 0 01 Feb 2023
Demystifying Disagreement-on-the-Line in High Dimensions Dong-Hwan Lee Behrad Moniri Xinmeng Huang Edgar Dobriban Hamed Hassani 19 8 0 31 Jan 2023
Benchmarking Robustness to Adversarial Image Obfuscations Florian Stimberg Ayan Chakrabarti Chun-Ta Lu Hussein Hazimeh Otilia Stretcu ... Merve Kaya Cyrus Rashtchian Ariel Fuxman Mehmet Tek Sven Gowal AAML 24 10 0 30 Jan 2023