Multimodal Domain Generalization

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Period ending 2026-09-21

1 new paper

A weekly snapshot of new work published in Multimodal Domain Generalization.

Period ending 2026-09-07

1 new paper

A weekly snapshot of new work published in Multimodal Domain Generalization.

53 papers

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  1. Domain Generalization for Smartphone-Based Human Activity Recognition: A Systematic Analysis of Components and Interactions

    Sep 14, 2026Otávio Oliveira Napoli, Edson BorinMultimodal Domain GeneralizationHuman Activity Recognition

  2. On the Reliability of Generative Augmentation: A Wasserstein-Based Theoretical and Empirical Study

    Sep 1, 2026Chathurika S Abeykoon, Mathias Nthiani Muia, Mallory GoldsteinSynthetic Data AugmentationAugmentation

  3. Simple, Safe, and Overlooked: Reclaiming Sustainable Domain Generalization with Statistical Color Matching

    Aug 19, 2026Sebastian Doerrich, Francesco Di Salvo, Shyam Nandan Rai +2Multimodal Domain GeneralizationSynthetic Data Augmentation

  4. BPG: Balancing Plasticity and Generalization for Domain Incremental Learning

    Aug 11, 2026Qiang Wang, Songlin Dong, Shaokun Wang +5Domain Incremental LearningMultimodal Domain Generalization

  5. BreastMammo and DenseMammo: Benchmarks for Mammography Domain Generalization

    Aug 10, 2026Hongyi Pan, Gorkem Durak, Halil Ertugrul Aktas +18MammographyMultimodal Domain Generalization

  6. Label Granularity Skew in Federated Learning with Hierarchical Image Classification

    Aug 10, 2026Jaeheon Kim, Hokeun Kim, Bong Jun ChoiHeterogeneous Federated LearningFederated Learning

  7. Domain-Aware Pruning: Sparsity and Domain Generalization via Regularized Probabilistic Masking

    Aug 9, 2026Parham Sazdar, Mostafa Tavassolipour, Reshad HosseiniMultimodal Domain GeneralizationHeterogeneous Pruning Scores

  8. Can Synthetic Data Overcome the Generalization Limits of AI-Based Flower and Pod Detection Across Cowpea Breeding Genotypes and Environments?

    Jul 30, 2026Hamid Kamangir, Jonathan Berlingeri, Earl Ranario +6Synthetic DataMultimodal Domain Generalization

  9. Chaos Is a LADDER: Domain Generalization Beyond Invariance via Reweighting

    Jul 29, 2026Yuhang Jiang, Fengchuan Zhang, Sanguo Zhang +1Multimodal Domain GeneralizationDomain Generalization

  10. Multimodal Domain Generalization for Depression Detection: An Attention-Based BiLSTM Network with Domain-Adversarial Training

    Jul 24, 2026Ali Tabaraei, Federico Simonetta, Stavros NtalampirasDepression DetectionMultimodal Deep Learning

  11. Projection Pursuit CPCANet for Domain Generalization

    Jul 24, 2026Yu-Hsi Chen, Abd-Krim SeghouaneMultimodal Domain GeneralizationDomain Generalization

  12. Simple Domain Generalization for Strong Pixel-Level Image Tampering Detection in Modern VLMs

    Jul 20, 2026Yi Tang, Xinyi Shang, Jiacheng Cui +12Face Forgery DetectionMultimodal Domain Generalization

  13. Hierarchical Domain Generalization

    Jul 17, 2026Chenxiao Yang, Zhiyuan Li, Shai Ben-David +1Multimodal Domain GeneralizationHypothesis

  14. Label-Decoupled Style Augmentation for Domain Generalization in Multi-Label Remote Sensing Scene Classification

    Jul 14, 2026Alaa Almouradi, Erchan AptoulaMultimodal Domain GeneralizationMulti-Label Classification

  15. Generalization Theory for Through-the-Wall Radar Human Activity Recognition

    Jul 9, 2026Weicheng GaoHuman Activity RecognitionRadar

  16. Prototype-Anchored Generalized Manifold Regression for Unknown-Domain Object Detection

    Jul 8, 2026Zihao Zhang, Aming Wu, Yang Li +1Multimodal Domain GeneralizationFew-Shot Segmentation

  17. SleepBand: Single-Source Domain Generalization for Sleep Staging via Physiologically Structured Spectral Modeling

    Jul 6, 2026Zhi Lu, Yang Hu, Yan ChenSleep Stage ClassificationSleep

  18. Physics-Informed Graph Learning with Uncertainty Awareness for Open-Set Domain Generalization in Fault Diagnosis

    Jul 5, 2026Jinfeng Zhu, Shiyu Long, Ye YuanFault DiagnosisMultimodal Domain Generalization

  19. Domain Generalization via Text-Anchored Information Bottleneck

    Jul 2, 2026Eunyi Lyou, Yunjeong Choi, Junho Lee +1Multimodal Domain GeneralizationDomain Generalization

  20. Learning Subset-Shared Invariances for Domain Generalization with Mixture-of-Experts

    Jun 24, 2026Tien-Hung Nguyen, Tien-Dat Tran, M. -Duong Nguyen +1Multimodal Domain GeneralizationDomain Generalization

  21. Exploring Dualistic Meta-Learning to Enhance Domain Generalization in Open Set Scenarios

    Jun 22, 2026Xiran Wang, Jian Zhang, Lei Qi +2Multimodal Domain GeneralizationDomain Generalization

  22. Adversarial Domain Prompt Tuning and Generation for Single Domain Generalization

    Jun 19, 2026Zhipeng Xu, De Cheng, Xinyang Jiang +3Multimodal Domain GeneralizationText-To-Image

  23. Synergistic Dual-Branch Adaptation for Multi-modal Generalized Category Discovery

    Jun 19, 2026Yuxun Qu, Minyu Zhou, Yongqiang Tang +2Generalized Category DiscoveryCross-Modal Learning

  24. Domain Generalizable Adaptation of 3D Vision-Language Models via Regularized Fine-Tuning

    Jun 16, 2026Sneha Paul, Zachary Patterson, Nizar BouguilaMultimodal Domain GeneralizationVision-Language Model Adaptation

  25. Value-order Decomposition for Generalist Anomaly Detection

    Jun 12, 2026Miaoyun Zhao, Jing Chen, Miaoni Zhao +1Zero-Shot Anomaly DetectionAnomaly Detection

  26. A Multi-Domain Feature Fusion Framework for Generalizable Deepfake Detection Across Different Generators

    Jun 12, 2026Amna Amjid, Sana Qadir, Mehwish Fatima +1Explainable Deepfake DetectionMultimodal Domain Generalization

  27. How Useful is Causal Invariance for Domain Adaptation in Finite-Sample Settings?

    Jun 10, 2026Julia Kostin, Kasra Jalaldoust, Elias Bareinboim +2Causal InferencesDomain Adaptation

  28. RT-SDGOD: Real-Time Single-Domain Generalized Object Detection

    Jun 8, 2026Yupeng Zhang, Fangzhuo Gao, Ruize Han +2Object DetectionMultimodal Domain Generalization

  29. ExDet: Open-Domain Open-Vocabulary Detection with Cross-modal Extrapolation and Rectification

    Jun 8, 2026Yupeng Zhang, Yuzhong Feng, Ruize Han +3Open-Vocabulary Object DetectionOpen-Vocabulary

  30. MMDG-Bench: A Benchmark for Multimodal Domain Generalization

    May 30, 2026Qianshan Zhan, Qian Wang, Da Li +2Multimodal Domain GeneralizationMultimodal Benchmarks

  31. Mitigating Stethoscope-Induced Shortcuts in Respiratory Sound Classification under Federated Domain Generalization with Causality-Inspired Interventions

    May 28, 2026Heejoon Koo, Yoon Tae Kim, Miika Toikkanen +1Respiratory Sound ClassificationMultimodal Domain Generalization

  32. Rethinking Scribble-Guided Image Editing: Generalization, Instruction Adherence, and Multi-Tasking

    May 25, 2026Mingyi Xu, Jinpeng Lin, Min Zhou +2Image EditingScratch

  33. Asymmetric Adaptation-based Real-time Fault Diagnosis Under Transitional Operating Conditions

    May 23, 2026Hongshuo Zhao, Zeyi Liu, Xiao HeFault DiagnosisContinual Test-Time Adaptation

  34. FedStain: Modeling Higher-Order Stain Statistics for Federated Domain Generalization in Computational Pathology

    May 14, 2026Fengyi Zhang, Junya Zhang, Wenzhuo SunFederated LearningComputational Pathology

  35. Spectral Gradient Surgery for Domain-Generalizable Dataset Distillation

    May 13, 2026Minyoung Oh, Najeong Chae, Jae-Young SimMultimodal Domain Generalization

  36. Enhancing Domain Generalization in 3D Human Pose Estimation through Controllable Generative Augmentation

    May 12, 2026Xinhao Hu, Yiyi Zhang, Liqing Zhang +13D Pose Estimator3D Generative Models

  37. Cross-Modal-Domain Generalization Through Semantically Aligned Discrete Representations

    May 12, 2026Souptik Sen, Raneen Younis, Zahra AhmadiCross-Modal AlignmentCross-Modal Learning

  38. Frequency Adapter with SAM for Generalized Medical Image Segmentation

    May 11, 2026Phuoc-Nguyen Bui, Van-Nguyen Pham, Duc-Tai Le +2Medical Image SegmentationMultimodal Domain Generalization

  39. BEACON: Cross-Domain Co-Training of Generative Robot Policies via Best-Effort Adaptation

    May 9, 2026Antong Zhang, Han Qi, Heng YangRobot PoliciesVisuomotor Policy

  40. Are We Making Progress in Multimodal Domain Generalization? A Comprehensive Benchmark Study

    May 7, 2026Hao Dong, Hongzhao Li, Shupan Li +3Multimodal Domain GeneralizationMultimodal Benchmarks

  41. CRISP: Compositional Relations as Invariant Structural Priors for Domain Generalization

    May 7, 2026Dat Nguyen, Duc-Duy NguyenMultimodal Domain GeneralizationDomain Generalization

  42. CPCANet: Deep Unfolding Common Principal Component Analysis for Domain Generalization

    May 6, 2026Yu-Hsi Chen, Abd-Krim SeghouaneMultimodal Domain GeneralizationDomain Generalization

  43. YOTOnet: Zero-Shot Cross-Domain Fault Diagnosis via Domain-Conditioned Mixture of Experts

    May 6, 2026Zesen Wang, Zihao Wu, Yue Hu +2Fault DiagnosisMultimodal Domain Generalization

  44. MER-DG: Modality-Entropy Regularization for Multimodal Domain Generalization

    May 3, 2026Yavuz Yarici, Ghassan AlRegibMultimodal Domain GeneralizationCross-Modal Learning

  45. Bridge: Basis-Driven Causal Inference Marries VFMs for Domain Generalization

    Apr 29, 2026Mingbo Hong, Feng Liu, Caroline Gevaert +2Multimodal Domain GeneralizationVision Foundation Models

  46. CO-EVO: Co-evolving Semantic Anchoring and Style Diversification for Federated DG-ReID

    Apr 29, 2026Fengchun Zhang, Qiang Ma, Liuyu Xiang +3Re-IdentificationMultimodal Domain Generalization

  47. Federated Medical Image Classification under Class and Domain Imbalance exploiting Synthetic Sample Generation

    Apr 29, 2026Martina Pavan, Matteo Caligiuri, Francesco Barbato +1Multimodal Domain GeneralizationFedavg

  48. Domain-Aware Hierarchical Contrastive Learning for Semi-Supervised Generalization Fault Diagnosis

    Apr 22, 2026Junyu Ren, Wensheng Gan, Philip S YuFault DiagnosisMultimodal Domain Generalization

  49. CrossPan: A Comprehensive Benchmark for Cross-Sequence Pancreas MRI Segmentation and Generalization

    Apr 20, 2026Linkai Peng, Cuiling Sun, Zheyuan Zhang +10Lesion SegmentationMultimodal Domain Generalization

  50. See Through the Noise: Improving Domain Generalization in Gaze Estimation

    Apr 17, 2026Yanming Peng, Shijing Wang, Yaping Huang +1Gaze Target EstimationMultimodal Domain Generalization

  51. A swap-adversarial framework for improving domain generalization in electrocorticography-based Parkinson's disease classification

    Feb 11, 2026Seongwon Jin, Hanseul Choi, Sunggu Yang +2ElectrocorticographyMultimodal Domain Generalization

  52. Purify then Guide: Rethinking Domain Generalization for Multimodal Face Anti-Spoofing

    May 14, 2025Yingjie Ma, Xun Lin, Zitong Yu +7Face Forgery DetectionMultimodal Domain Generalization

  53. TestDG: Test-time Domain Generalization for Continual Test-time Adaptation

    Date pendingSohyun Lee, Nayeong Kim, Juwon Kang +2Continual Test-Time AdaptationMultimodal Domain Generalization