BITDA @ Beijing Institute of Technology

RIPU

[CVPR 2022 Oral] Towards Fewer Annotations: Active Learning via Region Impurity and Prediction Uncertainty for Domain Adaptive Semantic Segmentation https://arxiv.org/abs/2111.12940

CIRL

[CVPR 2022 Oral] Code release for "Causality Inspired Representation Learning for Domain Generalization"

SePiCo

[TPAMI 2023 ESI Highly Cited Paper] SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation https://arxiv.org/abs/2204.08808

I2V-GAN

ACMMM2021 paper "I2V-GAN: Unpaired Infrared-to-Visible Video Translation"

EADA

[AAAI 2022] Official Implementation of Active Learning for Domain Adaptation: An Energy-based Approach https://arxiv.org/abs/2112.01406

MetaSAug

[CVPR 2021] MetaSAug: Meta Semantic Augmentation for Long-Tailed Visual Recognition

RoTTA

[CVPR 2023] Robust Test-Time Adaptation in Dynamic Scenarios. https://arxiv.org/abs/2303.13899

GDCAN

[TPAMI 2021] Code release for "Generalized Domain Conditioned Adaptation Network" https://arxiv.org/abs/2103.12339

SDCA

Official Implementation of Semantic Distribution-aware Contrastive Adaptation for Semantic Segmentation https://arxiv.org/abs/2105.05013

DCAN

[AAAI 2020] Code release for "Domain Conditioned Adaptation Network" https://arxiv.org/abs/2005.06717

DDA

Code release for "Dynamic Domain Adaptation for Efficient Inference" (CVPR 2021)

SSAN

[ACMMM 2020] Code release for "Simultaneous Semantic Alignment Network for Heterogenous Domain Adaptation" https://arxiv.org/abs/2008.01677

DUC

[ICLR 2023 Spotlight] Code release for "Dirichlet-based Uncertainty Calibration for Active Domain Adaptation"

Annotator

[NeurIPS 2023] Official Implementation of A Generic Active Learning Baseline for LiDAR Semantic Segmentation

VBLC

[AAAI 2023 Oral] VBLC: Visibility Boosting and Logit-Constraint Learning for Domain Adaptive Semantic Segmentation under Adverse Conditions

SCDA

[ICCV 2021] Code release for "Semantic Concentration for Domain adaptation"

ROMA

Display of ROMA.

BorLan

[ICCV2023] Borrowing Knowledge From Pre-trained Language Model: A New Data-efficient Visual Learning Paradigm

O2net

CAF

[TKDE 2023 ESI Highly Cited Paper] A Collaborative Alignment Framework of Transferable Knowledge Extraction for Unsupervised Domain Adaptation

ParetoDA

[NIPS 2021] Code release for "Pareto Domain Adaptation"

Transfer-Learning-Study

learning materials

Domain-Oriented-Transformer

DCG

[CVPR 2023] Code release for "Improving Generalization with Domain Convex Game"

LSG

[NeurIPS 2023] Official Implementation of Language Semantic Graph Guided Data-Efficient Learning

PaRe

[ICML 2024] Official Implementation of Enhancing Cross-Modal Fine-Tuning with Gradually Intermediate Modality Generation

CSDN

Official repository of "Critical Classes and Samples Discovering for Partial Domain Adaptation", IEEE Transaction on Cybernetics

SCT

TTSA

Code release for "Adapting Across Domains via Target-oriented Transferable Semantic Augmentation under Prototype Constraint"

EvoS

Official implementation of our NeurIPS 2023 paper (EvoS).