Unsupervised Domain Adaptation of Object Detectors: A Survey

27 May 2021

Poojan Oza

Vishwanath A. Sindagi

Papers citing "Unsupervised Domain Adaptation of Object Detectors: A Survey"

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Title
Context Aware Grounded Teacher for Source Free Object Detection Tajamul Ashraf Rajes Manna Partha Sarathi Purkayastha Tavaheed Tariq Janibul Bashir 25 0 0 21 Apr 2025
Transferable Deployment of Semantic Edge Inference Systems via Unsupervised Domain Adaption Weiqiang Jiao Suzhi Bi X. Li Cheng Guo Hao Chen Zhi Quan 36 0 0 16 Apr 2025
Cut-and-Splat: Leveraging Gaussian Splatting for Synthetic Data Generation Bram Vanherle Brent Zoomers Jeroen Put F. Reeth Nick Michiels 3DGS 32 0 0 11 Apr 2025
High-Quality Pseudo-Label Generation Based on Visual Prompt Assisted Cloud Model Update Xinrun Xu Qiuhong Zhang Jianwen Yang Zhanbiao Lian Jin Yan Zhiming Ding Shan Jiang 82 0 0 01 Apr 2025
SAVeD: Learning to Denoise Low-SNR Video for Improved Downstream Performance Suzanne Stathatos Michael Hobley Markus Marks Pietro Perona 27 0 0 31 Mar 2025
EventFly: Event Camera Perception from Ground to the Sky Lingdong Kong Dongyue Lu Xiang Xu Lai Xing Ng Wei Tsang Ooi Benoit R. Cottereau 36 0 0 25 Mar 2025
Continual Test-Time Adaptation for Single Image Defocus Deblurring via Causal Siamese Networks Shuang Cui Yi Li Jiangmeng Li Xiongxin Tang Bing-Huang Su Fanjiang Xu Hui Xiong 51 0 0 15 Jan 2025
LEARN: A Unified Framework for Multi-Task Domain Adapt Few-Shot Learning Bharadwaj Ravichandran Alexander Lynch S. Brockman Brandon RichardWebster Dawei Du A. Hoogs Christopher Funk ObjD VLM 63 0 0 20 Dec 2024
CATALOG: A Camera Trap Language-guided Contrastive Learning Model Julian D. Santamaria Claudia Isaza Jhony H. Giraldo 71 0 0 14 Dec 2024
A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Series Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 62 0 0 01 Dec 2024
AGLP: A Graph Learning Perspective for Semi-supervised Domain Adaptation Houcheng Su Mengzhu Wang Jiao Li Nan Yin Liang Yang Li Shen 59 0 0 20 Nov 2024
Unsupervised Object Discovery: A Comprehensive Survey and Unified Taxonomy José-Fabian Villa-Vásquez M. Pedersoli 29 1 0 30 Oct 2024
AHA: Human-Assisted Out-of-Distribution Generalization and Detection Haoyue Bai Jifan Zhang Robert Nowak 30 5 0 10 Oct 2024
Improving Object Detection via Local-global Contrastive Learning Danai Triantafyllidou Sarah Parisot A. Leonardis Steven G. McDonagh 24 0 0 07 Oct 2024
OSSA: Unsupervised One-Shot Style Adaptation Robin Gerster Holger Caesar Matthias Rapp Alexander Wolpert Michael Teutsch VLM 29 0 0 01 Oct 2024
Source-Free Domain Adaptation for YOLO Object Detection Simon Varailhon Masih Aminbeidokhti M. Pedersoli Eric Granger TTA ObjD 28 4 0 25 Sep 2024
Trust And Balance: Few Trusted Samples Pseudo-Labeling and Temperature Scaled Loss for Effective Source-Free Unsupervised Domain Adaptation Andrea Maracani Lorenzo Rosasco Lorenzo Natale 23 0 0 01 Sep 2024
Pixel-Level Domain Adaptation: A New Perspective for Enhancing Weakly Supervised Semantic Segmentation Ye Du Zehua Fu Qingjie Liu 23 1 0 04 Aug 2024
Cross Domain Object Detection via Multi-Granularity Confidence Alignment based Mean Teacher Jiangming Chen Li Liu Wanxia Deng Zhen Liu Yu Liu Yingmei Wei Yongxiang Liu 39 0 0 10 Jul 2024
Towards Reducing Data Acquisition and Labeling for Defect Detection using Simulated Data Lukas Malte Kemeter Rasmus Hvingelby Paulina Sierak Tobias Schon Bishwajit Gosswam 38 0 0 27 Jun 2024
Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges Ping Liu Qiqi Tao Joey Tianyi Zhou 50 0 0 11 Jun 2024
Improving Single Domain-Generalized Object Detection: A Focus on Diversification and Alignment M. S. Danish Muhammad Haris Khan Muhammad Akhtar Munir M. Sarfraz Mohsen Ali ObjD 19 10 0 23 May 2024
AD-Aligning: Emulating Human-like Generalization for Cognitive Domain Adaptation in Deep Learning Zhuoying Li Bohua Wan Cong Mu Ruzhang Zhao Shushan Qiu Chao Yan 24 14 0 15 May 2024
UDA4Inst: Unsupervised Domain Adaptation for Instance Segmentation Yachan Guo Yi Xiao Danna Xue Jose Luis Gomez Zurita Antonio M. López 58 0 0 15 May 2024
Source-free Domain Adaptation for Video Object Detection Under Adverse Image Conditions Xingguang Zhang Chih-Hsien Chou 19 1 0 23 Apr 2024
A Weight-aware-based Multi-source Unsupervised Domain Adaptation Method for Human Motion Intention Recognition Xiao-Yin Liu Guo-Tao Li Xiao-Hu Zhou Xu Liang Zeng-Guang Hou 54 0 0 19 Apr 2024
Self-Labeling in Multivariate Causality and Quantification for Adaptive Machine Learning Yutian Ren A. Yen G. P. Li CML 43 0 0 08 Apr 2024
Domain Adaptive Detection of MAVs: A Benchmark and Noise Suppression Network Yin Zhang Jinhong Deng Peidong Liu Wen Li Shiyu Zhao 30 3 0 25 Mar 2024
R2SNet: Scalable Domain Adaptation for Object Detection in Cloud-Based Robotic Ecosystems via Proposal Refinement Michele Antonazzi Matteo Luperto N. A. Borghese Nicola Basilico 19 1 0 18 Mar 2024
Align and Distill: Unifying and Improving Domain Adaptive Object Detection Justin Kay T. Haucke Suzanne Stathatos Siqi Deng Erik Young Pietro Perona Sara Beery Grant Van Horn 51 4 0 18 Mar 2024
Key Design Choices in Source-Free Unsupervised Domain Adaptation: An In-depth Empirical Analysis Andrea Maracani Raffaello Camoriano Elisa Maiettini Davide Talon Lorenzo Rosasco Lorenzo Natale 19 1 0 25 Feb 2024
CodaMal: Contrastive Domain Adaptation for Malaria Detection in Low-Cost Microscopes I. Dave Tristan de Blegiers Chen Chen Mubarak Shah 11 3 0 16 Feb 2024
G-NAS: Generalizable Neural Architecture Search for Single Domain Generalization Object Detection Fan Wu Jinling Gao Lanqing Hong Xinbing Wang Cheng Zhou Nanyang Ye 13 9 0 07 Feb 2024
Development and Adaptation of Robotic Vision in the Real-World: the Challenge of Door Detection Michele Antonazzi Matteo Luperto N. A. Borghese Nicola Basilico 25 1 0 31 Jan 2024
Continuous Unsupervised Domain Adaptation Using Stabilized Representations and Experience Replay Mohammad Rostami CLL 23 2 0 31 Jan 2024
Colorectal Polyp Segmentation in the Deep Learning Era: A Comprehensive Survey Zhenyu Wu Fengmao Lv Chenglizhao Chen Aimin Hao Shuo Li ELM 31 9 0 22 Jan 2024
Unsupervised Domain Adaptation Using Compact Internal Representations Mohammad Rostami 29 1 0 14 Jan 2024
DA-BEV: Unsupervised Domain Adaptation for Bird's Eye View Perception Kai Jiang Jiaxing Huang Weiying Xie Yunsong Li Ling Shao Shijian Lu 27 4 0 13 Jan 2024
RoboFusion: Towards Robust Multi-Modal 3D Object Detection via SAM Ziying Song Guoxin Zhang Lin Liu Lei Yang Shaoqing Xu Caiyan Jia Feiyang Jia Li-e Wang 24 16 0 08 Jan 2024
Lightweight Adaptive Feature De-drifting for Compressed Image Classification Long Peng Yang Cao Yuejin Sun Yang Wang 32 16 0 03 Jan 2024
SADA: Semantic adversarial unsupervised domain adaptation for Temporal Action Localization David Pujol-Perich Albert Clapés Sergio Escalera 24 0 0 20 Dec 2023
Diffusing More Objects for Semi-Supervised Domain Adaptation with Less Labeling Leander van den Heuvel Gertjan J. Burghouts David W. Zhang G. Englebienne Sabina B. van Rooij DiffM 19 0 0 19 Dec 2023
Improving Source-Free Target Adaptation with Vision Transformers Leveraging Domain Representation Images Gauransh Sawhney Daksh Dave Adeel Ahmed Jiechao Gao Khalid Saleem 21 0 0 21 Nov 2023
ShadowSense: Unsupervised Domain Adaptation and Feature Fusion for Shadow-Agnostic Tree Crown Detection from RGB-Thermal Drone Imagery Rudraksh Kapil S. M. Marvasti-Zadeh Nadir Erbilgin Nilanjan Ray 16 1 0 24 Oct 2023
DARTH: Holistic Test-time Adaptation for Multiple Object Tracking Mattia Segu Bernt Schiele Fisher Yu TTA 17 13 0 03 Oct 2023
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment Sina Malakouti Adriana Kovashka ObjD 17 2 0 24 Sep 2023
Domain-Guided Conditional Diffusion Model for Unsupervised Domain Adaptation Yulong Zhang Shu Han Chen Weisen Jiang Yu Zhang Jiangang Lu James T. Kwok DiffM 44 5 0 23 Sep 2023
DA-RAW: Domain Adaptive Object Detection for Real-World Adverse Weather Conditions Minsik Jeon Junwon Seo Jihong Min 13 0 0 15 Sep 2023
Assessing Systematic Weaknesses of DNNs using Counterfactuals Sujan Sai Gannamaneni Michael Mock Maram Akila AAML 14 4 0 03 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