Domain Generalization: Evolution, Breakthroughs, and Future Horizons (2nd Edition)


HQF-Net: A Hybrid Quantum-Classical Multi-Scale Fusion Network for Remote Sensing Image Segmentation
Md Aminur Hossain,
Ayush V. Patel,
Siddhant Gole,
Sanjay K. Singh,
Biplab Banerjee
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Hossain_2026_CVPR, author = {Hossain, Md Aminur and Patel, Ayush V. and Gole, Siddhant and Singh, Sanjay K. and Banerjee, Biplab}, title = {HQF-Net: A Hybrid Quantum-Classical Multi-Scale Fusion Network for Remote Sensing Image Segmentation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {3171-3180} }

BiCLIP: Domain Canonicalization via Structured Geometric Transformation
Pranav Mantini,
Shishir K Shah
[pdf] [arXiv]
[bibtex]
@InProceedings{Mantini_2026_CVPR, author = {Mantini, Pranav and Shah, Shishir K}, title = {BiCLIP: Domain Canonicalization via Structured Geometric Transformation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {3212-3221} }

Teresa: Uncertainty-Aware Generalizable Chest X-ray Report Generation and Disease Classification
Sana Ullah,
Muhammad Ikhalas,
Syed Bilal Ahsan,
Muhammad Muzamil Khan,
Muhammad Zaigham Zaheer,
Karthik Nandakumar
[pdf]
[bibtex]
@InProceedings{Ullah_2026_CVPR, author = {Ullah, Sana and Ikhalas, Muhammad and Ahsan, Syed Bilal and Khan, Muhammad Muzamil and Zaheer, Muhammad Zaigham and Nandakumar, Karthik}, title = {Teresa: Uncertainty-Aware Generalizable Chest X-ray Report Generation and Disease Classification}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {3232-3241} }

Continuous Temporal Domain Generalization via Uncertainty-aware Dynamic Decomposition
Jingjing Li,
Jingjun Yi,
Huimin Huang,
Hao Zheng,
Wei Ji,
Haolan Zhan,
Yawen Huang,
Yuexiang Li,
Yefeng Zheng
[pdf]
[bibtex]
@InProceedings{Li_2026_CVPR, author = {Li, Jingjing and Yi, Jingjun and Huang, Huimin and Zheng, Hao and Ji, Wei and Zhan, Haolan and Huang, Yawen and Li, Yuexiang and Zheng, Yefeng}, title = {Continuous Temporal Domain Generalization via Uncertainty-aware Dynamic Decomposition}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {3201-3211} }

Replay-Free Continual Low-Rank Adaptation with Dynamic Memory
Huancheng Chen,
Jingtao Li,
Weiming Zhuang,
Chen Chen,
Lingjuan Lyu
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Chen_2026_CVPR, author = {Chen, Huancheng and Li, Jingtao and Zhuang, Weiming and Chen, Chen and Lyu, Lingjuan}, title = {Replay-Free Continual Low-Rank Adaptation with Dynamic Memory}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {3161-3170} }

Coarse Experts Generalize, Fine Experts Memorize: Spectral Decomposition of Adapters for Parameter-Efficient Domain Generalization
Mahmoud Soliman,
Mohamed S. Shehata
[pdf]
[bibtex]
@InProceedings{Soliman_2026_CVPR, author = {Soliman, Mahmoud and Shehata, Mohamed S.}, title = {Coarse Experts Generalize, Fine Experts Memorize: Spectral Decomposition of Adapters for Parameter-Efficient Domain Generalization}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {3222-3231} }

CrossFlowDG: Bridging the Modality Gap with Cross-modal Flow Matching for Domain Generalization
Antonios Kritikos,
Nikolaos Spanos,
Athanasios Voulodimos
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Kritikos_2026_CVPR, author = {Kritikos, Antonios and Spanos, Nikolaos and Voulodimos, Athanasios}, title = {CrossFlowDG: Bridging the Modality Gap with Cross-modal Flow Matching for Domain Generalization}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {3190-3200} }

HybridRDG: Zero-Shot ASD Biomarker Detection from Multi-Paradigm EEG via Hybrid Deep-Riemannian Domain Generalization
Ayesha Anzer,
Abdul Bais
[pdf]
[bibtex]
@InProceedings{Anzer_2026_CVPR, author = {Anzer, Ayesha and Bais, Abdul}, title = {HybridRDG: Zero-Shot ASD Biomarker Detection from Multi-Paradigm EEG via Hybrid Deep-Riemannian Domain Generalization}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {3151-3160} }

Magnitude-Aware Phase Jittering for Domain-Generalized Semantic Segmentation
Ryota Kanie,
Kazuhiro Hotta
[pdf]
[bibtex]
@InProceedings{Kanie_2026_CVPR, author = {Kanie, Ryota and Hotta, Kazuhiro}, title = {Magnitude-Aware Phase Jittering for Domain-Generalized Semantic Segmentation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {3181-3189} }

Domain-Agnostic Feature Modulation for Semi-Supervised Domain Generalization
Venuri Amarasinghe,
Kalinga Bandara,
Isun Randila,
Asini Jayakody,
Chamuditha Jayanga Galappaththige,
Ranga Rodrigo
[pdf] [supp]
[bibtex]
@InProceedings{Amarasinghe_2026_CVPR, author = {Amarasinghe, Venuri and Bandara, Kalinga and Randila, Isun and Jayakody, Asini and Galappaththige, Chamuditha Jayanga and Rodrigo, Ranga}, title = {Domain-Agnostic Feature Modulation for Semi-Supervised Domain Generalization}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2026}, pages = {3141-3150} }