Cross-Dataset Generalization

Ask about this topic

Momentum

9 papers in the last four weeks, up 50% on the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 85

All topics
CardsList

  1. Cross-dataset harmonization for robust endoscopic image analysis

    Oct 5, 2026Romil Imtiaz, Dimitris K. IakovidisMedical Image AnalysisCross-Dataset Generalization

    Department of Computer Science and Biomedical Informatics, University of Thessaly, Lamia, Greece

  2. A Data-Centric Review of Plant Disease Datasets: Taxonomy, Critical Analysis, Environmental Variability, and Implications for Precision Agriculture

    Oct 5, 2026Aamir Hilal, Shabir Ahmad Sofi, Neeraj GoelClass-Imbalanced LearningPlant Disease Classification

    Department of Information Technology, National Institute of Technology, Hazratbal Srinagar 190006, Jammu & Kashmir, India · Department of Computer Science and Engineering, Indian Institute of Technology, Ropar Rupnagar 140001, Punjab, India

  3. CCQ: A Multi-State Child Care Quality Dataset to Support AI for Children's Health Research

    Oct 5, 2026Victor Li, Yuzhang Xie, Ziwei Dong +6HealthcareTraining Data Curation

    Emory University, Atlanta, GA, USA

  4. GIFTBench: Diagnosing Generalization in Image Forgery Localization and Informing Model Design

    Oct 1, 2026Baoke Dou, Ziye Wang, Hao Wang +5Image Forgery LocalizationCross-Dataset Generalization

  5. Dataset Identity, Not Novelty: The Source of an Inflated OOD Detection Gain

    Oct 1, 2026Donghoon Lee, Shinjin KangDistribution Shift DetectionOOD Detection

    Hongik University

  6. Demistifying Data and Simulator Assumptions in Supervised Causal Discovery

    Sep 29, 2026Pingchuan Ma, Rui Ding, Bojun Huang +1Causal DiscoveryCausal Structure Learning

    Zhejiang University of Technology, China · Microsoft Research Asia · Sony Research +1

  7. Large Language Models for Automated Cross-Domain Machine Learning Task Type Identification: A Benchmark Dataset and Evaluation

    Sep 28, 2026Petros Tsialis, Steffen Limmer, Tobias Rodemann +1LLM EvaluationTabular ML

    University of Applied Sciences Aalen · Honda Research Institute Europe

  8. Benchmarking Neural Defend ARCAS 1B: A Foundational Multimodal Deepfake Detection Model

    Sep 21, 2026Sivashankar Selvarajan, Piyush Verma, Sumit Kumar +1Deepfake DetectionMultimodal Model Evaluation

    Neural Defend Inc.

  9. Alliance Beats Isolation: Unifying Heterogeneous Allied Datasets Improves Classifier Performance

    Sep 17, 2026Girish Keshav PalshikarCross-Domain Transfer LearningClassification

  10. Bridging the Gap in ECG-Based Emotion Recognition: A Unified Evaluation of Deep Learning Models

    Sep 14, 2026Timothy C Sweeney-Fanelli, Ajan Ahmed, Masudul ImtiazElectrocardiogram ClassificationEmotion Recognition

    Clarkson University, USA · Affects AI LLC, USA

  11. BRIDGE-EEG: Bridging Self-Supervised Pretraining and Efficient Deployment for Cross-Dataset EEG Classification

    Sep 14, 2026Meghna Roy Chowdhury, Chengwei Zhou, Haotian Yu +2Self-Supervised Pre-TrainingEdge Inference

    Purdue University, Indiana, USA · Case Western University, Ohio, USA

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

    Sep 14, 2026Otávio Oliveira Napoli, Edson BorinHuman Activity RecognitionDomain Generalization

    Institute of Computing · University of Campinas · Av. Albert Einstein

  13. Cleaner Speech, Weaker Generalization: Revisiting Pitt-Derived Benchmarks for Alzheimer's Disease Detection

    Aug 31, 2026Luqi Sun, Shreeram Suresh Chandra, Lin Zhang +5Speech-Based Dementia DetectionSpeech Enhancement

    Center for Language and Speech Processing (CLSP), Johns Hopkins University · Research Center for Information Technology Innovation, Academia Sinica · University of Michigan, Ann Arbor +1

  14. Benchmarking External Generalization of SPD Matrix Learning for Resting-State fMRI Connectome Prediction

    Aug 31, 2026Ce Ju, Antoine Collas, Florent Bouchard +1Functional ConnectivityBrain Age Prediction

    Inria, CEA, Universit´e Paris-Saclay, Palaiseau, France · Universit´e Paris-Saclay, CNRS, CentraleSup´elec, L2S, France

  15. On the Role of MRI Sequences in Cross-Dataset Generalization for Brain Tumor Segmentation

    Aug 30, 2026Henrique Zan Grande, João G. Pitol, Lucas B. Schuck +3Domain AdaptationMagnetic Resonance Imaging

    Pontifical Catholic University of Paraná, Curitiba, Brazil

  16. MLLM-Routed Heterogeneous Ensembles for Robust Cross-Dataset Image Classification

    Aug 13, 2026Daniel Perkins, John Squires, Janou Milligan +2Adaptive Model RoutingEnsemble Learning

    University of Tennessee, Knoxville · The Bredesen Center for Interdisciplinary Research and Graduate Education

  17. LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection

    Aug 10, 2026Peter Lorenz, Anjith George, Marcel SébastienVision Foundation ModelsVision Foundation Model Adaptation

    Idiap Research Institute, Martigny, Switzerland · University of Lausanne (UNIL), Lausanne, Switzerland

  18. TLDChoiceNet: Quantitatively Choosing a Transfer Learning Dataset

    Aug 10, 2026Jing Ning, James D. BrazaFine-TuningTransfer Learning

    Department of Computer Science, Stanford University

  19. Biologically Informed Representation Learning for Robust Cross-Center Generalization of MALDI-TOF Mass Spectrometry

    Aug 8, 2026Alejandro L. García-Navarro, Carlos Sevilla-Salcedo, Belén Rodríguez-Sánchez +1Domain GeneralizationMass Spectrometry

    Department of Signal Theory and Communications, Universidad Carlos III de Madrid, Leganés, 28911, Spain · Instituto de Investigación Sanitaria Gregorio Marañón (IiSGM), Madrid, 28009 Spain · Clinical Microbiology and Infectious Diseases Department at Hospital General Universitario Gregorio Marañón, Madrid, 28007, Spain

  20. International Transfer of Stochastic Cortical Self-Reconstruction

    Aug 7, 2026Fabian Bongratz, Zhizheng Zhuo, Chao Zhang +3Cross-Domain Transfer LearningAlzheimer's Disease Classification

    Lab for AI in Medical Imaging, Institute for Diagnostic and Interventional Radiology, School of Medicine and Health, TUM Klinikum, Technical University of Munich (TUM), Munich, 81675, Germany · Munich Center for Machine Learning (MCML), Munich, Germany · Department of Radiology, Beijing Tiantan Hospital, Capital Medical University, No. 119, West Southern 4th Ring Road, Fengtai District, Beijing, 100070, China. +2

  21. Towards Robust Version Identification in the Wild: A Dataset, Benchmark, and Fine-Tuning Study

    Aug 5, 2026Simon Hachmeier, R. Oguz Araz, Dmitry Bogdanov +2Music Information RetrievalCross-Dataset Generalization

    Berlin School of Library and Information Science, Humboldt-Universität zu Berlin, Germany · Music Technology Group, Universitat Pompeu Fabra, Barcelona, Spain

  22. Federated generative event models for tokenized electronic health records

    Aug 3, 2026Michael C. Burkhart, Luke Solo, Inhyeok Lee +8Clinical Outcome PredictionGenerative Modeling

    Department of Medicine, University of Chicago, Chicago, Illinois, USA · Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA

  23. 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-to-Real Domain AdaptationSynthetic Data Augmentation

    Department of Biological and Agricultural Engineering, University of California Davis, Davis, CA, USA. · Department of Plant Science, University of California Davis, Davis, CA, USA.

  24. Do Medical Foundation Models Generalize on the African Brain?

    Jul 30, 2026Kaouther Mouheb, Gonzalo Esteban Mosquera Rojas, Juancito van Leeuwen +2Medical Imaging Foundation ModelsNeuroimaging

    Dept. of Radiology & Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands

  25. Searching for Robust Augmentations to Improve Out-of-Domain Generalization in Dermoscopic Skin Cancer Classification

    Jul 29, 2026Alexander Kozachok, Ilya Latyshev, Evgeny Karpulevich +3Skin Lesion ClassificationData Augmentation

    Trusted AI Research Center, Russian Academy of Sciences, 109004 Moscow, Russia

  26. Empirical investigation of 3D CT Foundation Models and Unsupervised Adaptation for Head and Neck Cancer Recurrence Prediction

    Jul 29, 2026Bilel Guetarni, Feryal Windal, David Pasquier +1Medical Imaging Foundation ModelsUnsupervised Domain Adaptation

    University of Lille, CRISTAL UMR CNRS 9189, France · Junia, Lille, France · UMR 8520, CNRS, France +4

  27. OrthKD: Extracting Generalized Clinical Knowledge from Heterogeneous Teachers for Lightweight Deployment

    Jul 28, 2026Yi Xu, Cheng Chen, Mufan CaoDiabetic Retinopathy GradingSelective Knowledge Distillation

    Tongji University, Shanghai, China

  28. Harmonized Interpretable ECG Waveform Features for Robust Cross-Dataset Clinical Prediction

    Jul 26, 2026Jie Lin, Weijie Sun, Sunil V. Kalmady +4ElectrocardiographyClinical Outcome Prediction

    Department of Information Management, National Taiwan University, Taiwan · Department of Computing Science, University of Alberta, Canada · Canadian VIGOUR Center, University of Alberta, Canada +2

  29. Cross-Domain Off-Policy Evaluation and Learning for Contextual Bandits

    Jul 24, 2026Yuta Natsubori, Masataka Ushiku, Yuta SaitoOff-Policy EvaluationContextual Bandits

    Hakuhodo DY Holdings, Inc. · Cornell University

  30. Benchmarking the Domain Gap: Model Selection Instability Under Domain Shift in Video Capsule Endoscopy

    Jul 22, 2026Dan Hanson, Debesh JhaEndoscopyMedical Imaging

    Department of Computer Science · Biomedical Perception & Intelligence Lab · University of South Dakota +1