Scalable Active Learning for Object Detection

9 April 2020

Papers citing "Scalable Active Learning for Object Detection"

33 / 33 papers shown

Title
Technical Report for Argoverse2 Scenario Mining Challenges on Iterative Error Correction and Spatially-Aware Prompting Yifei Chen Ross Greer 24 0 0 10 Jun 2025
Inconsistency-based Active Learning for LiDAR Object Detection Esteban Rivera Loic Stratil Markus Lienkamp 101 0 0 01 May 2025
Breaking the SSL-AL Barrier: A Synergistic Semi-Supervised Active Learning Framework for 3D Object Detection Zengran Wang Yanan Zhang Jiaxin Chen Di Huang 94 0 0 26 Jan 2025
FOCAL: A Cost-Aware Video Dataset for Active Learning Kiran Kokilepersaud Yash-yee Logan Ryan Benkert Chen Zhou Mohit Prabhushankar Ghassan AlRegib Enrique Corona Kunjan Singh Mostafa Parchami 77 4 0 17 Nov 2023
Exploiting Counter-Examples for Active Learning with Partial labels Fei Zhang Yunjie Ye Lei Feng Zhongwen Rao Jieming Zhu Marcus Kalander Chen Gong Jianye Hao Bo Han 67 1 0 14 Jul 2023
ReBound: An Open-Source 3D Bounding Box Annotation Tool for Active Learning Wesley Chen Andrew Edgley Raunak Hota Joshua Liu Ezra Schwartz Aminah Yizar Neehar Peri James M. Purtilo 44 3 0 11 Mar 2023
Gaussian Switch Sampling: A Second Order Approach to Active Learning Ryan Benkert Mohit Prabhushankar Ghassan Al-Regib Armin Pacharmi E. Corona AAML 95 9 0 16 Feb 2023
Towards Rapid Prototyping and Comparability in Active Learning for Deep Object Detection Tobias Riedlinger Marius Schubert Karsten Kahl Hanno Gottschalk Matthias Rottmann VLM ObjD 47 2 0 21 Dec 2022
THMA: Tencent HD Map AI System for Creating HD Map Annotations Kun Tang Xu Cao Zhipeng Cao Tongxi Zhou Erlong Li ... Shengtao Zou Chang-ling Liu Shuqi Mei Elena Sizikova Chao Zheng 62 12 0 14 Dec 2022
Query-based Hard-Image Retrieval for Object Detection at Test Time Edward W. Ayers Jonathan Sadeghi John Redford Romain Mueller P. Dokania 70 2 0 23 Sep 2022
Boosting Robustness Verification of Semantic Feature Neighborhoods Anan Kabaha Dana Drachsler-Cohen AAML 88 6 0 12 Sep 2022
Towards an Error-free Deep Occupancy Detector for Smart Camera Parking System Tung-Lam Duong Van-Duc Le Tien-Cuong Bui H. To 47 3 0 17 Aug 2022
ALBench: A Framework for Evaluating Active Learning in Object Detection Zhanpeng Feng Shiliang Zhang Rinyoichi Takezoe Wenze Hu Manmohan Chandraker Li Li Vijay Narayanan Xiaoyu Wang VLM 57 6 0 27 Jul 2022
Active Learning Strategies for Weakly-supervised Object Detection Huy V. Vo Oriane Siméoni Spyros Gidaris Andrei Bursuc Patrick Pérez Jean Ponce 113 19 0 25 Jul 2022
Active Pointly-Supervised Instance Segmentation Chufeng Tang Lingxi Xie Gang Zhang Xiaopeng Zhang Qi Tian Xiaolin Hu ISeg 81 15 0 23 Jul 2022
Pareto Optimization for Active Learning under Out-of-Distribution Data Scenarios Xueying Zhan Zeyu Dai Qingzhong Wang Qing Li Haoyi Xiong Dejing Dou Antoni B. Chan OODD 56 3 0 04 Jul 2022
Design of Supervision-Scalable Learning Systems: Methodology and Performance Benchmarking Yijing Yang Hongyu Fu C.-C. Jay Kuo OOD 66 11 0 18 Jun 2022
TransFuser: Imitation with Transformer-Based Sensor Fusion for Autonomous Driving Kashyap Chitta Aditya Prakash Bernhard Jaeger Zehao Yu Katrin Renz Andreas Geiger ViT 187 334 0 31 May 2022
A Comparative Survey of Deep Active Learning Xueying Zhan Qingzhong Wang Kuan-Hao Huang Haoyi Xiong Dejing Dou Antoni B. Chan FedML HAI 135 113 0 25 Mar 2022
Bamboo: Building Mega-Scale Vision Dataset Continually with Human-Machine Synergy Yuanhan Zhang Qi Sun Yichun Zhou Zexin He Zhen-fei Yin Kunze Wang Lu Sheng Yu Qiao Jing Shao Ziwei Liu ObjD VLM 108 19 0 15 Mar 2022
Towards General and Efficient Active Learning Yichen Xie Masayoshi Tomizuka Wei Zhan VLM 95 10 0 15 Dec 2021
TALISMAN: Targeted Active Learning for Object Detection with Rare Classes and Slices using Submodular Mutual Information Suraj Kothawade Saikat Ghosh Sumit Shekhar Yu Xiang Rishabh K. Iyer 76 28 0 30 Nov 2021
Knowledge-driven Active Learning Gabriele Ciravegna F. Precioso Alessandro Betti Kevin Mottin Marco Gori 58 2 0 15 Oct 2021
Influence Selection for Active Learning Zhuoming Liu Hao Ding Huaping Zhong Weijia Li Jifeng Dai Conghui He TDI 101 96 0 20 Aug 2021
Weakly-Supervised Object Detection Learning through Human-Robot Interaction Elisa Maiettini V. Tikhanoff Lorenzo Natale 28 6 0 16 Jul 2021
Not All Labels Are Equal: Rationalizing The Labeling Costs for Training Object Detection Ismail Elezi Zhiding Yu Anima Anandkumar Laura Leal-Taixe J. Álvarez ObjD 96 41 0 22 Jun 2021
Taxonomy of Machine Learning Safety: A Survey and Primer Sina Mohseni Haotao Wang Zhiding Yu Chaowei Xiao Zhangyang Wang J. Yadawa 91 32 0 09 Jun 2021
Just Label What You Need: Fine-Grained Active Selection for Perception and Prediction through Partially Labeled Scenes Sean Segal Nishanth Kumar Sergio Casas Wenyuan Zeng Mengye Ren Jingkang Wang R. Urtasun 89 5 0 08 Apr 2021
Active Learning for Deep Object Detection via Probabilistic Modeling Jiwoong Choi Ismail Elezi Hyuk-Jae Lee C. Farabet J. Álvarez 76 123 0 30 Mar 2021
Consistency-based Active Learning for Object Detection Weiping Yu Sijie Zhu Taojiannan Yang Chong Chen ObjD 91 51 0 18 Mar 2021
Diverse Complexity Measures for Dataset Curation in Self-driving Abbas Sadat Sean Segal Sergio Casas James Tu Binh Yang R. Urtasun Ersin Yumer 83 13 0 16 Jan 2021
From Handheld to Unconstrained Object Detection: a Weakly-supervised On-line Learning Approach Elisa Maiettini Andrea Maracani Raffaello Camoriano Giulia Pasquale V. Tikhanoff Lorenzo Rosasco Lorenzo Natale 39 0 0 28 Dec 2020
A Review and Comparative Study on Probabilistic Object Detection in Autonomous Driving Di Feng Ali Harakeh Steven Waslander Klaus C. J. Dietmayer AAML UQCV EDL 126 227 0 20 Nov 2020