Multimodal Classification

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  1. RSJEV: Discriminative Remote Sensing Scene Classification with Multimodal Large Language Models

    Oct 6, 2026Dongchen Si, Di Wang, Mingzhen Xu +3Remote Sensing Image UnderstandingEfficient Multimodal Inference

  2. Efficient Multimodal Inference through Adaptive Acquisition and Sequential Fusion

    Oct 5, 2026Payal Mohapatra, Haodong Yang, Yueyuan Sui +3Efficient Multimodal InferenceMultimodal Classification

  3. Anatomy-aware Fine-grained Multimodal Fusion for Laryngopharyngeal Cancer T-Staging Prediction Using CT and Radiology Report

    Oct 5, 2026Xingyue Zhao, Yanzhou Su, Fang Zhang +12Radiology VLMsMultimodal Classification

  4. Mutual Equilibrium: Multimodal Representation Learning through Reciprocal Feedback

    Sep 30, 2026Ho-min Park, Byungkon KangMultimodal GroundingMultimodal Embedding

  5. OmniMed-Jev: Calibrating LVLM Confidence for Trustworthy Medical Multimodal Decisions via System One

    Sep 30, 2026Luyao Tang, Cheng ChenProbability CalibrationMultimodal Classification

  6. Detail in Context: A Dual-Scale Machine Learning Framework for Mycosis Fungoides Detection

    Sep 29, 2026Mohamed Hazem, Tarek Waleed, Omar Khaled +8Computational PathologyMedical Diagnosis

  7. Paired Multimodal Scaling Laws

    Sep 28, 2026Marcus Ma, Shrikanth NarayananMultimodal ClassificationScaling Laws

  8. MERID: Multimodal Exploration via Recursive Self-Improvement Agents for Major Depression Analysis

    Sep 28, 2026Lei Liu, Zhaokang Liang, Qingcheng Zeng +4Depression DetectionMultimodal Classification

  9. A Multimodal Autonomic Sensing Framework for Objective Assessment of Patient Responses to Dental Pulp Stimulation

    Sep 28, 2026Youngsun Kong, Yubin Choi, Dongjin Song +3Multimodal ClassificationMultimodal Sensor Fusion

  10. GraphSelect for Budgeted Representation Selection in Multimodal Graph Inference

    Sep 27, 2026Xu Wang, Xunkai Li, Yinlin Zhu +1Efficient Multimodal InferenceMultimodal Classification

  11. Confidence Falls Short: Asymmetric Certainty Gains from Optimization Hinder Multimodal Classification

    Sep 23, 2026Longfei Huang, Xiangyu Wu, Yang YangModality ImbalanceMultimodal Optimization

  12. Small Cues, Big Consequences: Learning Pivotal Cues for Multimodal Meme Classification

    Sep 22, 2026Akshit Sharma, Prashant W. PatilMultimodal RobustnessCross-Modal Alignment

  13. GeoBalance: Geometry-Aware Monitoring and Reconstruction with Asymmetric Optimization for Balanced Multimodal Learning

    Sep 20, 2026Zechang Xiong, Da Li, Rong Yin +7Modality ImbalanceGeometric Representation Learning

  14. Efficient Unified Multimodal Understanding (EUMU): Winning Solution for the MUMU Track at the 8th LSVOS Challenge

    Sep 16, 2026Dayoung Kil, Seong-heum KimOpen-Vocabulary Object DetectionEfficient Multimodal Inference

  15. Generalist-Specialist Mixture-of-Experts for Rare Pathology Detection in Multimodal Imaging

    Sep 16, 2026Johannes Kaiser, Florian Braunmiller, Daniel Rückert +1Multimodal ClassificationMixture-of-Experts Models

  16. Multimodal Cultural Heritage Architectural Style Classification for Residential Buildings in the UAE Based on CLIP Embeddings and SVM

    Sep 15, 2026Ahmed Ammar Kubba, Manar Abu Talib, Iman Ibrahim +1Multimodal ClassificationCultural Heritage

  17. Hub-Spectral Activation of Latent Multimodal Knowledge

    Sep 15, 2026Ying Guo, Haidong Chen, Linrui Xu +7Cross-Modal Representation LearningCross-Modal Alignment

  18. Multimodal Emergency Vehicle Classification via Audio-Visual Transformers and Knowledge Distillation

    Sep 15, 2026Vijay John, Amar DabajaMultimodal RobustnessMultimodal Classification

  19. A multimodal large language model for evidence-based autism spectrum disorder screening

    Sep 15, 2026Jun Chen, Qi Zhao, Yunliang Jiang +8Autism Spectrum DisorderMultimodal Large Language Models

  20. Through the Eyes of the Beholder: Biometric and Demographic Conditioning for Multimodal Sexism Detection

    Sep 14, 2026Ana-Maria Luisa Mocanu, Sebastian Mocanu, Ciprian-Octavian Truică +1Multimodal ClassificationMultimodal Learning

  21. A Multimodal Explainable Deep Learning Framework for Alzheimer's Disease Diagnosis using 3D Magnetic Resonance Imaging and Clinical Data

    Sep 14, 2026Yusuf Brima, Marcellin Atemkeng, Lakshmana Rao Namamula +13D Medical ImagingMultimodal Classification

  22. DINO-Med: A Unified Patch-Based Adaptation Framework for Multi-Modal Medical Image Analysis Applied to Liver Fibrosis Staging

    Sep 11, 2026Boya Wang, Ruizhe Li, Chao Chen +1Medical Imaging Foundation ModelsMultimodal Classification

  23. OmniMed-FL: A Robust Multimodal Federated Learning Framework for Clinical Diagnosis

    Sep 9, 2026Ayush Debnath, Ruelia Saha, Sudip MisraMultimodal Federated LearningMedical Diagnosis

  24. Morphological Decoupling-Based Skeletal Classification for Clinical Assessment of Malocclusion

    Sep 9, 2026Zhichun Jin, Zhicheng He, Hao Xu +4Graph Neural NetworksOcclusion Reasoning

  25. TeMo: Temperature Modulation for Multimodal Contrastive Learning

    Sep 7, 2026Dhimitrios Duka, Bernt Schiele, Hilde Kuehne +1Cross-Modal RetrievalMultimodal Classification

  26. Towards reliable multimodal disaster severity assessment through preference optimization and explainable vision-language reasoning

    Sep 1, 2026Yuanjun Zhang, Fuzel Ahamed Shaik, Suvojit Acharjee +2Disaster Damage AssessmentMultimodal Classification

  27. MMDS-Bench: Benchmarking Multimodal Large Language Models on Dynamic Stance in Social Media Interactions

    Aug 31, 2026Yuzhe Ding, Kang He, Li Zheng +5Multimodal Large Language ModelsMultimodal Reasoning

  28. Whole-Body MRI Classification via Prompt-Based Clinical Conditioning

    Aug 31, 2026Laura Daza, Marta Hasny, Cristina González +1Missing-Modality LearningMultimodal Classification

  29. The Role of Natural Language Understanding in Multimodal Video-Based Dengue Diagnosis

    Aug 13, 2026Danial Sharifrazi, Saadat Behzadi, Julakha Jahan Jui +5Multimodal ClassificationVideo-Language Models

  30. UniMod: Enhancing Multi-Modal Medical Diagnosis through Cross-Modality and Within-Modality Alignment

    Aug 10, 2026Zijian Gu, Weikai Lin, Shuang Zhou +2Medical DiagnosisCross-Modal Alignment

  31. When One Modality Is Not Enough: Multimodal Sex and Life-Stage Classification of Red Deer from Aerial RGB-Thermal Video

    Aug 7, 2026Hugo Markoff, Christoph Praschl, Ivan Ludoški +3Multimodal ClassificationDrone-Based Wildlife Monitoring

  32. GAUGE: Granularity-Adaptive Counterfactual Gating of Evidence for Incomplete Multimodal Classification

    Aug 6, 2026Yunping Shi, En Yu, Kairui Guo +1Missing-Modality LearningFeature Attribution

  33. TriCLE: Tri-Modal Vision-Language Reasoning for Edge-Deployed Fine-Grained Clustering

    Aug 4, 2026Kishor Datta Gupta, Md. Mahfuzur Rahman, Fahad Rahman +4Efficient VLM InferenceClustering

  34. Multimodal Skin Lesion Classification with Swin Transformer and Clinical Metadata Fusion

    Aug 4, 2026Nethmi Pathirana, Isuru Munasinghe, Dileeka AlwisSkin Lesion ClassificationMultimodal Classification

  35. Oh Deer, How Should I Handle This? Seasonal Priors for Selective Wildlife Annotation and Classification

    Aug 3, 2026Hugo Markoff, Christoph Praschl, Anton Hjalte Jørgensen +5Selective PredictionHuman-in-the-Loop Annotation

  36. PatTree: a novel approach for automated creation of multimodal, graph-based patient representations for medical classification tasks

    Aug 3, 2026Julia Gehrmann, Lars Quakulinski, Hamza Naseem +1Multimodal ClassificationAlzheimer's Disease Classification

  37. Semantic-Aligned Structural Abstraction for Multimodal Sentiment Analysis

    Jul 30, 2026Wei Chen, Junkai Li, Tongguan Wang +4Multimodal Large Language ModelsMultimodal Classification

  38. DS@GT ARC at MEDIQA-CORE-Task-1 2026: Trimodal Model Fusion with Task-Specific Gates for Brain Tumor Subtype Classification

    Jul 30, 2026Hoang Thanh Thanh Truong, Charles R. ClarkMultimodal ClassificationBrain Tumor Classification

  39. TIER-MoE: Trust-Informed Expert Routing via Conditional Modality Risk for Multimodal Fusion in Biomedical Classification

    Jul 29, 2026Yu Chang, Anzhe Cheng, Chenwei Wu +7Sparse Mixture-of-ExpertsMultimodal Classification

  40. Multimodal fusion of visual and morphometric features for avian bone classification

    Jul 29, 2026Nevio Dubbini, Lisa Yeomans, Marco Pavia +4Multimodal ClassificationMultimodal Fusion

  41. VetClaw: An Edge-Cloud Multimodal Agentic System for Veterinary Disease Screening

    Jul 28, 2026Syed Mhamudul Hasan, Anas AlSobeh, Hussein Zangoti +1Multimodal ClassificationTool-Using Vision-Language Agents

  42. Balanced Soft mixture-of-expert model for Glaucoma Detection

    Jul 28, 2026Sai Venkatesh Chilukoti, Krishna Rauniyar, Min Shi +1Multimodal ClassificationMixture-of-Experts Models

  43. Neurai-VN Benchmark: Standardized Machine Learning Models for Multimodal Digital Phenotyping in Mental Health Classification

    Jul 28, 2026Quoc-Cuong Pham, Hoang-Thuy-Duong Vu, Thi-Thanh-Huong Ha +1Depression DetectionMental Health

  44. Co-Learning for Missing Arbitrary Modalities in Multi-modal Classification

    Jul 27, 2026Francisco Mena, Dino Ienco, Roberto Interdonato +2Missing-Modality LearningMultimodal Robustness

  45. Do Visual Features Improve Other-Initiated Repair Detection? A Dyadic Multimodal Approach

    Jul 26, 2026Anh Ngo, Nicolas Rollet, Catherine Pelachaud +1Human-AI InteractionMultimodal Classification

  46. Toward Generalizable Cognitive Impairment Detection with Speech-Based Multimodal Large Language Models

    Jul 23, 2026Yingchao Huang, Xin Wang, Yuhan Su +1Multimodal Large Language ModelsSpeech-Based Dementia Detection

  47. Multi-modal transformer for signal classification in nanopore blockade experiments

    Jul 22, 2026Sandro Kuppel, Julian Hoßbach, Samuel Tovey +1TransformerTime Series Classification

  48. An Exploratory Analysis of Pain Localization via Explainable Computational Modeling

    Jul 22, 2026Ioannis Kyprakis, Stefanos Gkikas, Eric Nichols +2Multimodal Classification

  49. RMS@CC-MMD 2026: Multimodal Misogyny Detection via Geometric Interaction and Multi-View Consensus

    Jul 20, 2026Md. Ajwad HossainCross-Modal AlignmentHate Speech Detection

  50. BanClickThumb: A Multimodal Dataset and Transformer Fusion Benchmarks for Clickbait Detection in Bengali YouTube Videos

    Jul 19, 2026Md. Ariful Islam, Md Tanvirul Islam, Md. Maruf Hossain Miru +1Multimodal ClassificationLow-Resource Language Processing

  51. Multimodal Attention-based Deep Learning for Emergency Triage with Electronic Health Records

    Jul 18, 2026Hazqeel Afyq Athaillah Kamarul Aryffin, Kamarul Aryffin Baharuddin, Mohd Halim Mohd NoorClinical TriageMultimodal Classification

  52. HCIG: A Hierarchical Cross-Modal Incongruity Graph Network for Multimodal Sarcasm and Cyberbullying Detection

    Jul 17, 2026Bhavana Verma, Priyanka Meel, Dinesh Kumar VishwakarmaMultimodal ClassificationMultimodal Graph Learning

  53. CF-Net: Conflict Fusion with Speaker Normalisation and Certainty Weighting for Ambivalence/Hesitancy Recognition

    Jul 15, 2026Tung Hung Bui, Hong Hai Nguyen, Van Thong HuynhMultimodal ClassificationMultimodal Fusion

  54. Multimodal Assessment of Pancreatic Cancer Resectability Using Deep Learning

    Jul 15, 2026Vincent Ochs, Christoph Kuemmerli, Florentin Bieder +123D Medical ImagingMultimodal Classification

  55. Learning Speaker Identity Beyond Language and Modality Constraints: Insights from the POLY-SIM 2026 Challenge

    Jul 15, 2026Marta Moscati, Muhammad Saad Saeed, Marina Zanoni +9Missing-Modality LearningMultimodal Robustness

  56. PQFA: Parallel Quantum Feature Augmentation of Fused Representations for Multimodal Classification

    Jul 15, 2026Mingzhu Wang, Yun ShangQuantum Feature MapsQuantum Machine Learning

  57. TabPFN beyond Tabular Data: Calibration and Accuracy on Multimodal Embeddings

    Jul 13, 2026Jingxiang Zhang, Lujia Zhong, Zijie Zhu +2Multimodal EmbeddingMultimodal Classification