OOD-CV: A Benchmark for Robustness to Out-of-Distribution Shifts of Individual Nuisances in Natural Images

29 November 2021

Papers citing "OOD-CV: A Benchmark for Robustness to Out-of-Distribution Shifts of Individual Nuisances in Natural Images"

40 / 40 papers shown

Title
COUNTS: Benchmarking Object Detectors and Multimodal Large Language Models under Distribution Shifts Jiansheng Li Xingxuan Zhang Hao Zou Yige Guo Renzhe Xu Yilong Liu Chuzhao Zhu Yue He Peng Cui VLM 37 0 0 14 Apr 2025
DINeMo: Learning Neural Mesh Models with no 3D Annotations Weijie Guo Guofeng Zhang Wufei Ma A. Yuille 3DH 93 0 0 26 Mar 2025
Benchmarking Object Detectors under Real-World Distribution Shifts in Satellite Imagery Sara Al-Emadi Yin Yang Ferda Ofli 34 0 0 24 Mar 2025
Escaping Plato's Cave: Robust Conceptual Reasoning through Interpretable 3D Neural Object Volumes Nhi Pham Bernt Schiele Adam Kortylewski Jonas Fischer 46 0 0 17 Mar 2025
AdvDreamer Unveils: Are Vision-Language Models Truly Ready for Real-World 3D Variations? Shouwei Ruan Hanqin Liu Yao Huang Xiaoqi Wang Caixin Kang Hang Su Yinpeng Dong Xingxing Wei VGen 88 0 0 04 Dec 2024
BelHouse3D: A Benchmark Dataset for Assessing Occlusion Robustness in 3D Point Cloud Semantic Segmentation Umamaheswaran Raman Kumar A. Fayjie Jurgen Hannaert Patrick Vandewalle 3DV 3DPC 70 1 0 20 Nov 2024
Cityscape-Adverse: Benchmarking Robustness of Semantic Segmentation with Realistic Scene Modifications via Diffusion-Based Image Editing Naufal Suryanto Andro Aprila Adiputra Ahmada Yusril Kadiptya Thi-Thu-Huong Le Derry Pratama Yongsu Kim Howon Kim DiffM 32 0 0 01 Nov 2024
VHELM: A Holistic Evaluation of Vision Language Models Tony Lee Haoqin Tu Chi Heem Wong Wenhao Zheng Yiyang Zhou ... Josselin Somerville Roberts Michihiro Yasunaga Huaxiu Yao Cihang Xie Percy Liang VLM 34 10 0 09 Oct 2024
Prediction Accuracy & Reliability: Classification and Object Localization under Distribution Shift Fabian Diet Moussa Kassem Sbeyti Michelle Karg 20 0 0 05 Sep 2024
SOOD-ImageNet: a Large-Scale Dataset for Semantic Out-Of-Distribution Image Classification and Semantic Segmentation Alberto Bacchin Davide Allegro Stefano Ghidoni Emanuele Menegatti 26 1 0 02 Sep 2024
ImageNet3D: Towards General-Purpose Object-Level 3D Understanding Wufei Ma Guanning Zeng Guofeng Zhang Qihao Liu Letian Zhang Adam Kortylewski Yaoyao Liu Alan Yuille VLM 3DV 28 7 0 13 Jun 2024
TimeX++: Learning Time-Series Explanations with Information Bottleneck Zichuan Liu Tianchun Wang Jimeng Shi Xu Zheng Zhuomin Chen Lei Song Wenqian Dong J. Obeysekera Farhad Shirani Dongsheng Luo AI4TS 19 6 0 15 May 2024
WALT3D: Generating Realistic Training Data from Time-Lapse Imagery for Reconstructing Dynamic Objects under Occlusion Khiem Vuong N. D. Reddy R. Tamburo S. Narasimhan 14 1 0 27 Mar 2024
MEDDAP: Medical Dataset Enhancement via Diversified Augmentation Pipeline Yasamin Medghalchi N. Zakariaei Arman Rahmim I. Hacihaliloglu MedIm 22 2 0 25 Mar 2024
A Bayesian Approach to OOD Robustness in Image Classification Prakhar Kaushik Adam Kortylewski Alan L. Yuille 19 1 0 12 Mar 2024
DomainVerse: A Benchmark Towards Real-World Distribution Shifts For Tuning-Free Adaptive Domain Generalization Feng Hou Jin Yuan Ying Yang Yang Liu Yang Zhang Cheng Zhong Zhongchao Shi Jianping Fan Yong Rui Zhiqiang He VLM 29 1 0 05 Mar 2024
Uncertainty-Aware Evaluation for Vision-Language Models Vasily Kostumov Bulat Nutfullin Oleg Pilipenko Eugene Ilyushin ELM 37 7 0 22 Feb 2024
Latent Enhancing AutoEncoder for Occluded Image Classification Ketan Kotwal Tanay Deshmukh Preeti Gopal 10 0 0 10 Feb 2024
Benchmarking Large Multimodal Models against Common Corruptions Jiawei Zhang Tianyu Pang Chao Du Yi Ren Bo-wen Li Min-Bin Lin MLLM 14 14 0 22 Jan 2024
Explaining Time Series via Contrastive and Locally Sparse Perturbations Zichuan Liu Yingying Zhang Tianchun Wang Zefan Wang Dongsheng Luo ... Min Wu Yi Wang Chunlin Chen Lunting Fan Qingsong Wen 17 10 0 16 Jan 2024
How Many Unicorns Are in This Image? A Safety Evaluation Benchmark for Vision LLMs Haoqin Tu Chenhang Cui Zijun Wang Yiyang Zhou Bingchen Zhao Junlin Han Wangchunshu Zhou Huaxiu Yao Cihang Xie MLLM 36 70 0 27 Nov 2023
OODRobustBench: a Benchmark and Large-Scale Analysis of Adversarial Robustness under Distribution Shift Lin Li Yifei Wang Chawin Sitawarin Michael W. Spratling 24 0 0 19 Oct 2023
Robustness May be More Brittle than We Think under Different Degrees of Distribution Shifts Kaican Li Yifan Zhang Lanqing Hong Zhenguo Li Nevin L. Zhang OOD 21 0 0 10 Oct 2023
Sight Beyond Text: Multi-Modal Training Enhances LLMs in Truthfulness and Ethics Haoqin Tu Bingchen Zhao Chen Wei Cihang Xie MLLM 15 13 0 13 Sep 2023
3D Adversarial Augmentations for Robust Out-of-Domain Predictions Alexander Lehner Stefano Gasperini Alvaro Marcos-Ramiro Michael Schmidt Nassir Navab Benjamin Busam F. Tombari 3DPC 8 5 0 29 Aug 2023
RobustCLEVR: A Benchmark and Framework for Evaluating Robustness in Object-centric Learning Nathan G. Drenkow Mathias Unberath 18 3 0 28 Aug 2023
Unsupervised Camouflaged Object Segmentation as Domain Adaptation Yi Zhang Chengyi Wu 16 3 0 08 Aug 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 21 18 0 24 Jul 2023
Generating Images with 3D Annotations Using Diffusion Models Wufei Ma Qihao Liu Jiahao Wang Angtian Wang Xiaoding Yuan ... Ruxiao Duan Yongrui Qi Adam Kortylewski Yaoyao Liu Alan Yuille DiffM 13 4 0 13 Jun 2023
Neural Textured Deformable Meshes for Robust Analysis-by-Synthesis Angtian Wang Wufei Ma Alan Yuille Adam Kortylewski 3DH AAML 14 3 0 31 May 2023
Robust Category-Level 3D Pose Estimation from Synthetic Data Jiahao Yang Wufei Ma Angtian Wang Xiaoding Yuan Alan Yuille Adam Kortylewski 8 2 0 25 May 2023
A Survey on the Robustness of Computer Vision Models against Common Corruptions Shunxin Wang Raymond N. J. Veldhuis Christoph Brune N. Strisciuglio OOD VLM 21 11 0 10 May 2023
OOD-CV-v2: An extended Benchmark for Robustness to Out-of-Distribution Shifts of Individual Nuisances in Natural Images Bingchen Zhao Jiahao Wang Wufei Ma Artur Jesslen Si-Jia Yang Shaozuo Yu O. Zendel Christian Theobalt Alan Yuille Adam Kortylewski 8 8 0 17 Apr 2023
Benchmarking Robustness to Text-Guided Corruptions Mohammadreza Mofayezi Yasamin Medghalchi DiffM VLM 12 3 0 06 Apr 2023
Industrial Anomaly Detection with Domain Shift: A Real-world Dataset and Masked Multi-scale Reconstruction Zilong Zhang Zhibin Zhao Xingwu Zhang Chuang Sun Xuefeng Chen 13 47 0 05 Apr 2023
Self-Supervised Visual Representation Learning with Semantic Grouping Xin Wen Bingchen Zhao Anlin Zheng X. Zhang Xiaojuan Qi SSL 101 71 0 30 May 2022
NICO++: Towards Better Benchmarking for Domain Generalization Xingxuan Zhang Linjun Zhou Renzhe Xu Haoxin Liu Zheyan Shen Peng Cui OOD 18 75 0 17 Apr 2022
Are Transformers More Robust Than CNNs? Yutong Bai Jieru Mei Alan Yuille Cihang Xie ViT AAML 167 256 0 10 Nov 2021
Improving Contrastive Learning by Visualizing Feature Transformation Rui Zhu Bingchen Zhao Jingen Liu Zhenglong Sun C. L. P. Chen SSL 91 77 0 06 Aug 2021
Adversarial Machine Learning at Scale Alexey Kurakin Ian Goodfellow Samy Bengio AAML 253 3,102 0 04 Nov 2016