/awesome-domain-adaptation-object-detection

A collection of papers about domain adaptation object detection. Welcome to PR the works (papers, repositories) that are missed by the repo.

awesome-domain-adaptation-object-detection

A collection of papers about domain adaptation object detection. Welcome to PR the works (papers, repositories) that are missed by the repo.

2023

  • [WACV] Towards Online Domain Adaptive Object Detection
  • [WACV]Domain Adaptive Object Detection for Autonomous Driving Under Foggy Weather[PyTorch]
  • [WACV]Domain Adaptation Using Self-Training With Mixup for One-Stage Object Detection
  • [CVPR] Object Detection with Self-Supervised Scene Adaptation [CODE]

2022

  • [CVPR] Towards Robust Adaptive Object Detection under Noisy Annotations [PyTorch]
  • [CVPR] Cross-Domain Adaptive Teacher for Object Detection [Project] [PyTorch]
  • [CVPR] SIGMA: Semantic-complete Graph Matching for Domain Adaptive Object Detection [PyTorch]
  • [CVPR] H2FA R-CNN: Holistic and Hierarchical Feature Alignment for Cross-Domain Weakly Supervised Object Detection [PyTorch] [PaddlePaddle]
  • [CVPR] Task-specific Inconsistency Alignment for Domain Adaptive Object Detection [PyTorch]
  • [CVPR] Single-Domain Generalized Object Detection in Urban Scene via Cyclic-Disentangled Self-Distillation [CODE]
  • [CVPR] Target-Relevant Knowledge Preservation for Multi-Source Domain Adaptive Object Detection
  • [CVPR] Cross Domain Object Detection by Target-Perceived Dual Branch Distillation
  • [ICLR] Decoupled Adaptation for Cross-Domain Object Detection [PyTorch]
  • [AAAI] SCAN: Cross Domain Object Detection with Semantic Conditioned Adaptation [PyTorch]
  • [Image and Vision Computing] An unsupervised domain adaptation scheme for single-stage artwork recognition in cultural sites [CODE]
  • [ESWA] Cross-domain object detection using unsupervised image translation
  • [WACV] Meta-UDA: Unsupervised Domain Adaptive Thermal Object Detection Using Meta-Learning
  • [WACV] PICA: Point-Wise Instance and Centroid Alignment Based Few-Shot Domain Adaptive Object Detection With Loose Annotations
  • [WACV] SC-UDA: Style and Content Gaps Aware Unsupervised Domain Adaptation for Object Detection
  • [ARXIV] AWADA: Attention-Weighted Adversarial Domain Adaptation for Object Detection

2021

  • [NeurIPS] SSAL: Synergizing between Self-Training and Adversarial Learning for Domain Adaptive Object Detection [Project]
  • [AAAI] A Free Lunch for Unsupervised Domain Adaptive Object Detection without Source Data
  • [AAAI] Category Dictionary Guided Unsupervised Domain Adaptation for Object Detection probject CODE
  • [ARXIV] Curriculum Self-Paced Learning for Cross-Domain Object Detection
  • [TPAMI] Instance-Invariant Domain Adaptive Object Detection via Progressive Disentanglement [CODE]
  • [CVPR] MeGA-CDA: Memory Guided Attention for Category-Aware Unsupervised Domain Adaptive Object Detection
  • [CVPR] RPN Prototype Alignment for Domain Adaptive Object Detector
  • [CVPR] Informative and Consistent Correspondence Mining for Cross-Domain Weakly Supervised Object Detection
  • [ICCV] Multi-Source Domain Adaptation for Object Detection
  • [ICCV] Knowledge Mining and Transferring for Domain Adaptive Object Detection
  • [ICCV] Seeking Similarities over Differences: Similarity-based Domain Alignment for Adaptive Object Detection
  • [ICCV] Vector-Decomposed Disentanglement for Domain-Invariant Object Detection
  • [ICCV] Dual Bipartite Graph Learning: A General Approach for Domain Adaptive Object Detection

2020

  • [CVPR] Harmonizing Transferability and Discriminability for Adapting Object Detectors[CODE]
  • [CVPR] Exploring Categorical Regularization for Domain Adaptive Object Detection[CODE]
  • [CVPR] Cross-domain Detection via Graph-induced Prototype Alignment [CODE]
  • [CVPR] Cross-domain Object Detection through Coarse-to-Fine Feature Adaptation
  • [ECCV] Spatial Attention Pyramid Network for Unsupervised Domain Adaptation [CODE]
  • [ECCV] Domain Adaptive Object Detection via Asymmetric Tri-way Faster-RCNN
  • [ECCV] Collaborative Training between Region Proposal Localization and Classification for Domain Adaptive Object Detection [CODE]
  • [ECCV]Prior-based Domain Adaptive Object Detection for Hazy and Rainy Conditions
  • [ICIP] Deep Domain Adaptive Object Detection: a Survey
  • [WACV] Progressive Domain Adaptation for Object Detection
  • [WACV] Multi-Scale Adversarial Cross-Domain Detection with Robust Discriminative
  • [Berkeley] Adapting Across Domains by Aligning Representations and Images
  • [ARXIV] Unsupervised Domain Adaptation for Object Detection via Cross-Domain Semi-Supervised Learning
  • [ARXIV] Prior-based Domain Adaptive Object Detection for Adverse Weather Conditions
  • [ARXIV] Unsupervised Domain Adaptive Object Detection using Forward-Backward Cyclic Adaptation
  • [ARXIV] Unsupervised Domain Adaptation from Synthetic to Real Images for Anchorless Object Detection [CODE]
  • [ARXIV] Domain Adaptive Object Detection via Feature Separation and Alignment
  • [ARXIV] Channel-wise Alignment for Adaptive Object Detection
  • [ARXIV] Learning a Domain Classifier Bank for Unsupervised Adaptive Object Detection
  • [ARXIV] Domain Contrast for Domain Adaptive Object Detection
  • [ARXIV] Thermal Object Detection using Domain Adaptation through Style Consistency
  • [ARXIV] Deeply Aligned Adaptation for Cross-domain Object Detection
  • [ARXIV] Adaptive Object Detection with Dual Multi-Label Prediction
  • [ARXIV] Adapting Object Detectors with Conditional Domain Normalization [CODE]
  • [ARXIV] Unbiased Mean Teacher for Cross Domain Object Detection
  • [ARXIV] Unsupervised Image-generation Enhanced Adaptation for Object Detection in Thermal images
  • [ARXIV] Prior-based Domain Adaptive Object Detection for Hazy and Rainy Conditions
  • [ACMMM] Domain-Adaptive Object Detection via Uncertainty-Aware Distribution Alignment CODE

2019

  • [IJCNN] Cross-Domain Car Detection Using Unsupervised Image-to-Image Translation: From Day to Night [Project]
  • [ICCV] Self-Training and Adversarial Background Regularization for Unsupervised Domain Adaptive One-Stage Object Detection
  • [ICCV] A Robust Learning Approach to Domain Adaptive Object Detection
  • [ICCV] Multi-adversarial Faster-RCNN for Unrestricted Object Detection
  • [CVPR] Exploring Object Relation in Mean Teacher for Cross-Domain Detection
  • [CVPR] Adapting Object Detectors via Selective Cross-Domain Alignment [CODE]
  • [CVPR]Automatic adaptation of object detectors to new domains using self-training [Project]
  • [CVPR]Towards Universal Object Detection by Domain Attention
  • [CVPR]Strong-Weak Distribution Alignment for Adaptive Object Detection [CODE]
  • [CVPR]Diversify and Match: A Domain Adaptive Representation Learning Paradigm for Object Detection [CODE]
  • [BMVC] Domain Adaptation for Object Detection via Style Consistency
  • [ARXIV] SCL: Towards Accurate Domain Adaptive Object Detection via Gradient Detach Based Stacked Complementary Losses [CODE]

2018

  • [CVPR] Cross-Domain Weakly-Supervised Object Detection Through Progressive Domain Adaptation
  • [CVPR]Domain Adaptive Faster R-CNN for Object Detection in the Wild [Caffe2] [Caffe]