Unknown-Aware Object Detection: Learning What You Don't Know from Videos in the Wild

8 March 2022

Papers citing "Unknown-Aware Object Detection: Learning What You Don't Know from Videos in the Wild"

50 / 64 papers shown

Title
RUNA: Object-level Out-of-Distribution Detection via Regional Uncertainty Alignment of Multimodal Representations Bin Zhang Jinggang Chen Xiaoyang Qu Guokuan Li Kai Lu Jiguang Wan Jing Xiao Jianzong Wang ObjD 41 0 0 28 Mar 2025
Secure On-Device Video OOD Detection Without Backpropagation Li Li Peilin Cai Yuxiao Zhou Zhiyu Ni Renjie Liang You Qin Yi Nian Z. Tu Xiyang Hu Yue Zhao OODD FedML 58 2 0 08 Mar 2025
Out-of-Distribution Detection using Synthetic Data Generation Momin Abbas Muneeza Azmat R. Horesh Mikhail Yurochkin 38 1 0 05 Feb 2025
Provably Safeguarding a Classifier from OOD and Adversarial Samples: an Extreme Value Theory Approach Nicolas Atienza Christophe Labreuche Johanne Cohen Michele Sebag OODD AAML 59 0 0 20 Jan 2025
On the Inherent Robustness of One-Stage Object Detection against Out-of-Distribution Data Aitor Martinez-Seras Javier Del Ser Alain Andres Pablo García Bringas Pablo Garcia-Bringas OODD 40 0 0 07 Nov 2024
Ño' Matters: Out-of-Distribution Detection in Multimodality Long Dialogue Rena Gao Xuetong Wu Siwen Luo Caren Han Feng Liu OODD 39 0 0 31 Oct 2024
AdaNeg: Adaptive Negative Proxy Guided OOD Detection with Vision-Language Models Yabin Zhang L. Zhang VLM OODD 23 2 0 26 Oct 2024
Open World Object Detection: A Survey Yiming Li Yi Wang Wenqian Wang Dan Lin Bingbing Li Kim-Hui Yap ObjD 30 0 0 15 Oct 2024
Process Reward Model with Q-Value Rankings W. Li Yixuan Li LRM 43 13 0 15 Oct 2024
A Systematic Review of Edge Case Detection in Automated Driving: Methods, Challenges and Future Directions Saeed Rahmani Sabine Rieder Erwin de Gelder Marcel Sonntag Jorge Lorente Mallada Sytze Kalisvaart Vahid Hashemi Simeon C. Calvert 29 0 0 11 Oct 2024
VLMGuard: Defending VLMs against Malicious Prompts via Unlabeled Data Xuefeng Du Reshmi Ghosh Robert Sim Ahmed Salem Vitor Carvalho Emily Lawton Yixuan Li Jack W. Stokes VLM AAML 32 5 0 01 Oct 2024
Can OOD Object Detectors Learn from Foundation Models? Jiahui Liu Xin Wen Shizhen Zhao Y. Chen Xiaojuan Qi OODD 31 2 0 08 Sep 2024
Resilience and Security of Deep Neural Networks Against Intentional and Unintentional Perturbations: Survey and Research Challenges Sazzad Sayyed Milin Zhang Shahriar Rifat A. Swami Michael De Lucia Francesco Restuccia 21 1 0 31 Jul 2024
Generalized Out-of-Distribution Detection and Beyond in Vision Language Model Era: A Survey Atsuyuki Miyai Jingkang Yang Jingyang Zhang Yifei Ming Sisir Dhakal ... Yixuan Li Hai Li Ziwei Liu Toshihiko Yamasaki Kiyoharu Aizawa 31 9 0 31 Jul 2024
Towards Open-World Object-based Anomaly Detection via Self-Supervised Outlier Synthesis Brian K. S. Isaac-Medina Yona Falinie A. Gaus Neelanjan Bhowmik T. Breckon 21 2 0 22 Jul 2024
LAPT: Label-driven Automated Prompt Tuning for OOD Detection with Vision-Language Models Yabin Zhang Wenjie Zhu Chenhang He Lei Zhang VLM 36 2 0 12 Jul 2024
When and How Does In-Distribution Label Help Out-of-Distribution Detection? Xuefeng Du Yiyou Sun Yixuan Li 20 6 0 28 May 2024
AnoVox: A Benchmark for Multimodal Anomaly Detection in Autonomous Driving Daniel Bogdoll Iramm Hamdard Lukas Namgyu Rößler Felix Geisler Muhammed Bayram ... Miguel de Campos Anushervon Tabarov Yitian Yang Hanno Gottschalk J. Marius Zöllner 26 5 0 13 May 2024
OSR-ViT: A Simple and Modular Framework for Open-Set Object Detection and Discovery Matthew J. Inkawhich Nathan Inkawhich Hao Yang Jingyang Zhang Randolph Linderman Yiran Chen ObjD 30 0 0 16 Apr 2024
Negative Label Guided OOD Detection with Pretrained Vision-Language Models Xue Jiang Feng Liu Zhengfeng Fang Hong Chen Tongliang Liu Feng Zheng Bo Han VLM 42 28 0 29 Mar 2024
RoDLA: Benchmarking the Robustness of Document Layout Analysis Models Yufan Chen Jiaming Zhang Kunyu Peng Junwei Zheng Ruiping Liu Philip H. S. Torr Rainer Stiefelhagen OOD 21 5 0 21 Mar 2024
Run-time Introspection of 2D Object Detection in Automated Driving Systems Using Learning Representations Hakan Yekta Yatbaz M. Dianati K. Koufos Roger Woodman 25 3 0 02 Mar 2024
How Does Unlabeled Data Provably Help Out-of-Distribution Detection? Xuefeng Du Zhen Fang Ilias Diakonikolas Yixuan Li OODD 31 26 0 05 Feb 2024
Optimal Parameter and Neuron Pruning for Out-of-Distribution Detection Chao Chen Zhihang Fu Kai-Chun Liu Ze Chen Mingyuan Tao Jieping Ye OODD 18 3 0 04 Feb 2024
ARGS: Alignment as Reward-Guided Search Maxim Khanov Jirayu Burapacheep Yixuan Li 26 43 0 23 Jan 2024
UFO: Unidentified Foreground Object Detection in 3D Point Cloud Hyunjun Choi Hawook Jeong Jin Young Choi 3DPC 10 1 0 08 Jan 2024
How to Overcome Curse-of-Dimensionality for Out-of-Distribution Detection? Soumya Suvra Ghosal Yiyou Sun Yixuan Li OODD 14 10 0 22 Dec 2023
Model-free Test Time Adaptation for Out-Of-Distribution Detection Yi-Fan Zhang Xue Wang Tian Zhou Kun Yuan Zhang Zhang Liang Wang Rong Jin Tien-Ping Tan TTA OODD 24 4 0 28 Nov 2023
RankFeat&RankWeight: Rank-1 Feature/Weight Removal for Out-of-distribution Detection Yue Song N. Sebe Wei Wang OODD 8 1 0 23 Nov 2023
Topology-Matching Normalizing Flows for Out-of-Distribution Detection in Robot Learning Jianxiang Feng Jongseok Lee Simon Geisler Stephan Gunnemann Rudolph Triebel OODD 11 4 0 11 Nov 2023
Low-Dimensional Gradient Helps Out-of-Distribution Detection Yingwen Wu Tao Li Xinwen Cheng Jie-jin Yang Xiaolin Huang OODD 41 3 0 26 Oct 2023
Can Pre-trained Networks Detect Familiar Out-of-Distribution Data? Atsuyuki Miyai Qing Yu Go Irie Kiyoharu Aizawa OODD 129 6 0 02 Oct 2023
Dream the Impossible: Outlier Imagination with Diffusion Models Xuefeng Du Yiyou Sun Xiaojin Zhu Yixuan Li 11 52 0 23 Sep 2023
LMC: Large Model Collaboration with Cross-assessment for Training-Free Open-Set Object Recognition Haoxuan Qu Xiaofei Hui Yujun Cai Jun Liu 31 10 0 22 Sep 2023
On the use of Mahalanobis distance for out-of-distribution detection with neural networks for medical imaging Harry Anthony Konstantinos Kamnitsas 14 9 0 04 Sep 2023
Out-of-Distribution Detection for Monocular Depth Estimation Julia Hornauer Adrian Holzbock Vasileios Belagiannis UQCV 17 4 0 11 Aug 2023
Exploring the Potential of World Models for Anomaly Detection in Autonomous Driving Daniel Bogdoll Lukas Bosch Tim Joseph Helen Gremmelmaier Yitian Yang J. Marius Zöllner 11 4 0 10 Aug 2023
General-Purpose Multi-Modal OOD Detection Framework Viet Duong Qiong Wu Zhengyi Zhou Eric Zavesky Jiahe Chen Xiangzhou Liu Wen-Ling Hsu Huajie Shao OODD 28 0 0 24 Jul 2023
LoCoOp: Few-Shot Out-of-Distribution Detection via Prompt Learning Atsuyuki Miyai Qing Yu Go Irie Kiyoharu Aizawa OODD 11 64 0 02 Jun 2023
Out-of-Domain Intent Detection Considering Multi-Turn Dialogue Contexts Hao Lang Yinhe Zheng Binyuan Hui Fei Huang Yongbin Li 11 4 0 05 May 2023
A Survey on Out-of-Distribution Detection in NLP Hao Lang Yinhe Zheng Yixuan Li Jian Sun Feiling Huang Yongbin Li 13 19 0 05 May 2023
Unknown Sniffer for Object Detection: Don't Turn a Blind Eye to Unknown Objects Wenteng Liang Feng Xue Yihao Liu Guofeng Zhong Anlong Ming 64 21 0 24 Mar 2023
Non-Parametric Outlier Synthesis Leitian Tao Xuefeng Du Xiaojin Zhu Yixuan Li OODD 17 97 0 06 Mar 2023
Normalizing Flow based Feature Synthesis for Outlier-Aware Object Detection Nishant Kumar Sinisa Segvic Abouzar Eslami Stefan Gumhold 31 13 0 01 Feb 2023
Runtime Monitoring for Out-of-Distribution Detection in Object Detection Neural Networks V. Hashemi Jan Křetínský Sabine Rieder J. Schmidt OODD 9 5 0 15 Dec 2022
Teacher-Student Network for 3D Point Cloud Anomaly Detection with Few Normal Samples Jianjian Qin Chunzhi Gu Junzhou Yu Chaoxi Zhang 3DPC 11 12 0 31 Oct 2022
OpenOOD: Benchmarking Generalized Out-of-Distribution Detection Jingkang Yang Pengyun Wang Dejian Zou Zitang Zhou Kun Ding ... Kaiyang Zhou Wayne Zhang Dan Hendrycks Yixuan Li Ziwei Liu OODD 12 155 0 13 Oct 2022
GMMSeg: Gaussian Mixture based Generative Semantic Segmentation Models Chen Liang Wenguan Wang Jiaxu Miao Yi Yang VLM 28 116 0 05 Oct 2022
SAFE: Sensitivity-Aware Features for Out-of-Distribution Object Detection Samuel Wilson Tobias Fischer Feras Dayoub Dimity Miller Niko Sünderhauf OODD 13 29 0 29 Aug 2022
Instance-Aware Observer Network for Out-of-Distribution Object Segmentation Victor Besnier Andrei Bursuc David Picard Alexandre Briot 31 1 0 18 Jul 2022