Image Classification

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13 papers in the last four weeks, up 63% on the four weeks before. 0.1% of all new papers.

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  1. Image Classifiers are Efficient Self-Supervised Video Representation Learners

    Sep 30, 2026Owais Iqbal, Sudipta Sarkar, Shyam Marjit +3Vision TransformerImage Classification

    Indian Institute of Technology Kharagpur, India · Indian Institute of Science Bangalore, India · École de technologie supérieure Montreal, Canada

  2. Recognition of Urbanized Areas in UAV-Derived Very-High-Resolution Visible-Light Imagery

    Sep 30, 2026Edyta Puniach, Wojciech Gruszczyński, Paweł Ćwiąkała +2Aerial ImageryNormalized Difference Vegetation Index

    AGH University of Krakow, Faculty of Geo-Data Science, Geodesy, and Environmental Engineering, Mickiewicza 30, 30-059 Krakow, Poland · The Mærsk Mc-Kinney Møller Institute, University of Southern Denmark, Campusvej 55, DK-5230 Odense, Denmark

  3. Scaling Full Conformal Image Classifiers

    Sep 29, 2026Julio Silva-Rodríguez, Ender KonukogluOnline Conformal PredictionImage Classification

    Computer Vision Lab, ETH Zürich

  4. Exploring Learning Models for Topological Relationship Recognition from Image Data

    Sep 28, 2026Saptak Das, Monidipa DasImage ClassificationTopology

    School of Mathematics, Indian Institute of Science Education and Research, Thiruvanantapuram, India 695551 · Department of Computational and Data Sciences, Indian Institute of Science Education and Research, Kolkata, India 741246

  5. Token Clustering and Semantic Sequence Mamba for Hyperspectral Image Classification

    Sep 23, 2026Yimin Zhu, Mahmood Elahi, Lincoln Linlin XuHyperspectral ImageMamba-Based Models

    Department of Geomatics Engineering, University of Calgary, Canada · Department of Electrical and Software Engineering, University of Calgary, Canada

  6. Do Center Biases Propagate? Robustness of Pathology Foundation Models in Whole-Slide Image Classification

    Sep 23, 2026Ilán Carretero, Pablo Meseguer, Rocío del Amor +1Computational PathologyPathology Foundation Models

    CVBLab, HumanTech, Universitat Politècnica de València (UPV), Valencia, Spain · Artikode Intelligence S.L., Valencia, Spain

  7. M3D-Net: Hierarchical Coordination of Spatial Context, Feature Reuse, and Differential Attention for Mammography Classification

    Sep 23, 2026Zheng Yu, Xinhang Li, Jiabao Gao +2MammographyMedical Image Classification

    Shenzhen Loop Area Institute, Shenzhen, China · The Chinese University of Hong Kong, Shenzhen, China · Shenzhen Research Institute of Big Data, Shenzhen, China

  8. Sex Estimation from Footwear Outsole Impressions Using CNN Transfer Learning and Interpretable Image Statistics

    Sep 21, 2026Jinyi Niu, Ziyi Song, Weining ShenImage ClassificationFeet

    School of Mathematical Sciences, Fudan University Shanghai 200433, China · Department of Statistics, University of California, Irvine Irvine, CA 92697-1250, USA

  9. Fragment-Aware Vision Transformers for Fresco-Fragment Style Classification

    Sep 17, 2026Sara Miketek, Biagio Barchielli, Nadeem Iqbal Kajla +1Image Classification

    Ca’ Foscari University of Venice, Venice, Italy · Dundalk Institute of Technology, Dundalk, Ireland · University of Milan, Milan, Italy

  10. SCDM: Spatial-Contextual Disentanglement Mamba via Differential Inference for Efficient Image Classification

    Sep 11, 2026Mustafa Bora Çelik, Hayriye Aktaş Dinçer, Ayse KelesImage ClassificationVision Transformer

    Department of Computer Engineering, Faculty of Engineering and Natural Sciences, Ankara Medipol University, Ankara, Turkiye · School of Computer Science, University of Galway, Galway, Ireland

  11. Meta-Learning for Classifier Selection in Image Datasets: A Feature-Driven Framework for Accuracy Prediction

    Sep 10, 2026Zahra Nabizadeh_Shahre_Babak, Farzaneh Koohestani, Nader Karimi +2Image ClassificationVision Datasets

    Department of Electrical and Computer Engineering, McMaster University, Hamilton L8S 4L8, Canada · Department of Electrical and Computer Engineering, Isfahan University of Technology, Isfahan 8415683111, Iran · Department of Computer Science, Seattle University, Seattle, WA 98122-1090, USA

  12. Dimensionality Reduction for Hyperspectral Image Classification

    Sep 9, 2026Mohamed Cherifi, Ammar Mesloub, Mohammed Nabil El Korso +2Hyperspectral ImageDimensionality Reduction

    Laboratoire Traitement du Signal Ecole Militaire Polytechnique Bordj-El-Bahri, Alger, 16111, Alg´erie · Laboratoire Antennes et Dispositifs Micro-Ondes Ecole Militaire Polytechnique Bordj-El-Bahri, Alger, 16111, Alg´erie · Universit´e Paris-Saclay Saclay, France +1

  13. Layerwise Tunable Lifting Scheme for the Convolutional Neural Network

    Sep 9, 2026Abdumannon Yovkochov, An Le, Sungbal Seo +2Resnet-18Convolutional Neural Networks

    Electrical and Computer Engineering Department, University of California San Diego, La Jolla, CA 92093, USA · Department of Computer Engineering, Tech University of Korea, Siheung 15073, Korea

  14. Semantic-Aware Subgraph State Space Model for WSI Classification in Histopathology

    Sep 3, 2026Feixing Chen, Hao Lu, Lin Luo +1Whole-Slide ImagesDigital Pathology

    National College for Excellent Engineers Beihang University Beijing, P.R.C. 100191 · School of Biological Science and Medical Engineering Beihang University Beijing, P.R.C. 100191 · College of Engineering Peking University Beijing, P.R.C. 100871

  15. Ten Architectures, One Error: Shared Failure Modes in Hyperspectral Classification under Spatially Disjoint Evaluation

    Sep 1, 2026Ehsan Faghih, Fatemeh Ashrafi, Marguerite Moore +1Hyperspectral ImageImage Classification

    North Carolina State University, Wilson College of Textiles Raleigh, NC, USA

  16. Beyond Landmark Extraction: A Framework for Robust Geometric Feature Construction in Structured Image Classification

    Sep 1, 2026Saravana Mauree, Sakshi AryaGeometric Machine LearningFeature Extraction

    Case Western Reserve University, Department of Mathematics, Applied Mathematics, and Statistics, Cleveland, OH, USA

  17. Quantum-Grassmann-Plucker Token Mixing for Deep Learning-Based Post-Disaster Damage Assessment

    Aug 31, 2026Kooroush Farahkhah, Umut Lagap, Taha Rezaei +1Post-Disaster Damage AssessmentImage Classification

    Independent Researcher, Tabriz, Iran. · Centre for Urban Resilience and Analytics (CURA), Georgia Institute of Technology (Georgia Tech), US. · Department of Civil and Environmental Engineering, University of Exeter, Exeter, UK. +1

  18. OPAL: Orthonormal Prototype Alignment Learning for Interpretable Image Classification

    Aug 30, 2026Ilán Carretero, Gustavo Jesús Angulo, Rocío del Amor +1Learnable PrototypesImage Classification

    CVBLab, HumanTech, Universitat Politècnica de València, Valencia, Spain · CMA, Mines Paris, PSL University, Sophia Antipolis, France · Artikode Intelligence S.L., Valencia, Spain

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

    Aug 13, 2026Daniel Perkins, John Squires, Janou Milligan +2Image ClassificationCross-Dataset Benchmark

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

  20. LipCache: A Local Inference Proxy with Certified Caching for Edge Image Classification Service

    Aug 13, 2026Zhengzhe Xiang, Yinlin Chen, Fuli Ying +3Fast InferenceCache

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

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

    School of Computer Science and Engineering, Soongsil University, Seoul, Republic of Korea · School of Computing and Augmented Intelligence, Arizona State University, Tempe, United States

  22. RobustDefect-LLM: Explainable and Robustness-Aware Industrial Surface Defect Classification with Decision Support and AI-Assisted Reporting

    Aug 9, 2026Nazlıcan Düşünmez, Halûk GümüşkayaDefect DetectionInspection

    Department of Computer Engineering, İstanbul Arel University, 34537 Istanbul, Türkiye

  23. Multi-Year Geospatial Reasoning using Interannually-Consistent Historical Predictions as a Free Input Modality

    Aug 6, 2026Syed Roshaan Ali Shah, Kasper Bonte, David Bekaert +2Trustworthy Earth Observation DecisionsGeospatial Reasoning

    VITO Remote Sensing, Mol, Belgium

  24. Topology-Aware Neighborhood Learning for Source-Free Cross-Scene Hyperspectral Image Classification

    Aug 6, 2026Qingmei Li, Juepeng Zheng, Jiarui Zhang +2Hyperspectral ImageDomain Adaptation

    Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, China · School of Artificial Intelligence, Sun Yat-Sen University, Zhuhai, China · Faculty of Geosciences and Engineering, Southwest Jiaotong University, Chengdu, China +4

  25. Image Classification Using CNN-QNN Hybrid Model with Optimized Correlated Features

    Aug 5, 2026Minseo Seong, Youngwook KimQuantum Neural NetworksImage Classification

    Sogang University

  26. Fermat Active Laplace Learning for Semi-Supervised Hyperspectral Image Classification

    Aug 3, 2026Vutichart Buranasiri, James M. MurphyHyperspectral ImageLabel Propagation

    Department of Mathematics Tufts University Medford, MA 02155, USA

  27. PNEC-Mamba: Prototype-Guided Positive-Negative Evidence Calibration for Hyperspectral Image Classification

    Aug 3, 2026Mingzhen Xu, Can Xu, Di Wang +2Hyperspectral ImageImage Classification

  28. From Patches to Evidence Balls: Class-Conditioned Evidence Retrieval for Few-Shot Whole Slide Image Classification

    Aug 2, 2026Di Zhang, Li Zhang, Jiashuai Liu +9Whole-Slide ImagesFew-Shot Learning

    XJTU · JUFE · University of Cambridge +1

  29. Locally Consistent Transductive Information Maximization for Few-Shot Remote Sensing Scene Classification

    Jul 31, 2026Karim El Khoury, Benoît Gérin, Benoît Macq +1Remote SensingTransductive Learning

    ICTEAM, UCLouvain, Louvain-la-Neuve, Belgium

  30. LegoQ: Density-Matrix Representation Learning with Spectral-Spatial State Transitions for Hyperspectral Classification

    Jul 31, 2026Weijia Cao, Xiaofei Yang, Fu Wang +2Hyperspectral ImageImage Classification

  31. Domain-Adaptive Deep Joint Source-Channel Coding for Image Classification

    Jul 31, 2026Yishen Li, Xuechen Chen, Xiaoheng Deng +1Domain AdaptationSource-Channel Coding

    School of Electronic Information, Central South University, Changsha 410075, China

  32. A Fuzzy Rule-based Neuro-Symbolic Approach for Pipe Severity Prediction in Sewer Networks

    Jul 30, 2026Ngoc Thai Le, Thanh Ma, Umberto StracciaSeverityFuzzy

    Can Tho University, Can Tho, Vietnam · Istituto di Scienza e Tecnologie dell’Informazione, CNR - ISTI, Pisa, Italy

  33. Kohn-Sham Spectral Embedding on Sparse Graphs at the Nishimori Temperature for Image Classification

    Jul 30, 2026V. S. Usatyuk, D. A. Sapozhnikov, S. I. EgorovGraph Edge SparsificationImage Classification

    Department of Computer Engineering, South-West State University (SWSU), Kursk, 305040 Russia · T8 LLC, R&D Department, Information Theory Group, Moscow, 107076 Russia

  34. MSCM-net: A hyperspectral image classiffcation method based on multi-scale convolution and Mamba

    Jul 30, 2026Jianjun Chen, Linlin Wang, Lifang Chang +4Multi-Scale ConvolutionHyperspectral Image

    Qingdao University of Technology, Qingdao, 266520, China · Nanyang Technological University, Singapore, 639798, Singapore

  35. Representation Trajectories Matters: Complementary Evidence for OOD Detection and Image Classification

    Jul 29, 2026Ignacio M. De la Jara, Cristian Rodriguez-Opazo, Hamed Damirchi +2Out-Of-Distribution DetectionVision Foundation Models

    University of Adelaide · Naval Group Pacific · Australian National University

  36. LLM-Guided Initialization for Accelerated Hybrid Quantum-Classical Medical Image Classification

    Jul 29, 2026Riza Alaudin Syah, Irwan Alnarus Kautsar, Haza Nuzly Bin Abdull HamedQuantum Neural NetworksMedical Image Classification

    Faculty of Computing Universiti Teknologi Malaysia Johor Bahru, Malaysia · Remote Student based in Jakarta, Indonesia · Informatics Department Faculty of Science and Technology Universitas Muhammadiyah Sidoarjo Sidoarjo, Indonesia

  37. Lightweight Image Classification of Raptor Species for Edge Devices: Rare-Species Dataset Expansion via Video Frame Extraction, Knowledge Distillation, and TensorRT Deployment

    Jul 28, 2026Takeshi NishikawaEfficientnet EncoderImage Classification

    Foundation for Computational Science (FOCUS), Computational Science Center Building 1F, 7–1–28 Minatojima-Minamimachi, Chuo-ku, Kobe 650–0047, Japan

  38. Are the High-weight Neurons the Important Ones in Image Classification Neural Networks?

    Jul 28, 2026Qitao Chen, Dongfu Yin, F. Richard YuImportance WeightingNeurons

    WeBank Institute of FinTech, ShenZhen University, YueHai, ShenZhen, 518060, GuangDong, China. · Artificial Intelligence and Digital Economy Guangdong Provincial Laboratory, YuTang, ShenZhen, 518132, GuangDong, China.

  39. Exploring Budgeted Image Classification with Content-Sensitive Resource Allocation

    Jul 27, 2026Athanasios G. PapadopoulosImage ClassificationRepair-Assignment Problem

    Tandon School of Engineering, New York University

  40. WGDnet: Wishart-guided Geometric-aware Deep Network for PolSAR Image Classification

    Jul 26, 2026Junfei Shi, Haojia Zhang, Yu Cheng +1Synthetic Aperture RadarGeometric Deep Learning

  41. Direction-adaptive Mamba: Spatial-Frequency Dual-Domain Collaborative Learning for PolSAR Image Classification

    Jul 26, 2026Junfei Shi, Yu Cheng, Haojia Zhang +3Mamba-Based ModelsTwo-Level Spatial-Frequency Fusion Strategy

  42. Physics-Aware Complex-Valued State Space Model with Scattering-Prior Feature Modulation for PolSAR Image Classification

    Jul 22, 2026Fangyan Zhang, Fan Zhang, Shiqi Zhou +3Synthetic Aperture RadarImage Classification

    The College of Information Science and Technology, Beijing University of Chemical Technology, Beijing, China · The School of Information Science and Engineering, Yunnan University, Kunming, China · The Department of Signal Theory and Communications, Polytechnic University of Catalonia, Barcelona, Spain

  43. Structural Preservation Governs Data Augmentation in Deep Learning-Based Laser Speckle Material Classification

    Jul 22, 2026Mohamed Abdallah Salem, Nourhan Zein DiabSpeckleAugmentation

    College of Engineering North Dakota State University Fargo, ND, USA, 58102 · College of Computer Science and Engineering New Mansoura University New Masoura, Egypt

  44. Hierarchical Specialised Ensembles for Classification of Zebrafish Phenotypes Using the Selected Image Recognition Methods

    Jul 17, 2026Piotr S. Maciąg, Monika Maciąg, Magdalena MajdanMorphogenesisImage Classification

    Institute of Computer Science, Warsaw University of Technology, Nowowiejska 15/19, 00-665 Warsaw, Poland · Laboratory of Neuronal Plasticity, Nencki Institute of Experimental Biology of the Polish Academy of Sciences, Warsaw, Poland · Laboratory of Behavioral Studies, Medical University of Lublin, Lublin, Poland +1

  45. BCG-Former: Toward Pareto-Efficient Hyperspectral Image Classification via Band-Contextual Gating

    Jul 17, 2026Gaurav Sharma, Eungjoo LeeHyperspectral ImageCnn-Transformer Tradeoff

    College of Information Science, University of Arizona, Tucson, AZ, USA · Department of Electrical and Computer Engineering, University of Arizona, Tucson, AZ, USA

  46. DAPGNet: Dynamic Adaptive Physics-Guided Graph Diffusion Network for Hyperspectral Image Classification

    Jul 16, 2026Pengkun Wang, Weijia Cao, Ning Wang +1Hyperspectral ImageImage Classification

    National Engineering Laboratory for Satellite Remote Sensing Applications, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China · Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China · Guangzhou University, Guangzhou 510006, China

  47. Towards Hierarchical Structure Understanding of Newspaper Images

    Jul 16, 2026William Mocaër, Solène Tarride, Thomas Constum +7Document ParsingHierarchical

    LITIS UR4108, University of Rouen Normandy, France · Teklia, Paris, France · LITIS UR4108, INSA of Rouen Normandy, France +1

  48. Local Redundancy: An Information-Theoretic Measure of Plasticity from Synthetic Memorization

    Jul 15, 2026Jiaxuan ChengPlasticitySingular Learning Theory

    Massachusetts Institute of Technology, Cambridge, MA, USA.

  49. MBTI: A Multi-Branch Efficient Fine-Tuning Framework for Hyperspectral Image Classification with Foundation Models

    Jul 14, 2026Mingzhen Xu, Haonan Guo, Di Wang +9Hyperspectral ImageImage Classification

    School of Computer Science, Wuhan University, Wuhan, China · State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China · China Petroleum Pipeline Engineering Corporation, Langfang, China +6

  50. MAGE: Color-Invariant and Spatial Knowledge Distillation for Gastric Neoplasm Classification

    Jul 14, 2026Jiho Jun, Jeongwon Woo, Jaemin Song +6Colorectal CancerImage Classification

    Korea University, Korea · MEDAI, Korea · Seoul National University, Korea +3

  51. Demonstration of the common dual-channel feature decoupling characteristic of front-door mediation causal inference methods in whole-slice image classification

    Jul 14, 2026Zhirui Zhang, Tianhang Nan, Yong Ding +3Multiple Instance LearningDigital Pathology

    College of Medicine and Biological Information Engineering, Northeastern University, China

  52. Data Safety: Synthetic Data Quality Analysis Using CIFAKE Dataset

    Jul 13, 2026Kuniko Paxton, Amila Akagić, Koorosh Aslansefat +2Synthetic Image DetectionSynthetic Data

    School of Digital and Physical Science, University of Hull, Cottingham Road, Hull, HU6 7RX, United Kingdom · Faculty of Electrical Engineering, University of Sarajevo, Zmaja od Bosne bb, Sarajevo, 71000, Bosnia and Herzegovina

  53. Action Map Policy: Learning 3D Closed-loop Manipulation via Pixel Classification

    Jul 12, 2026Haojie Huang, Zhang Ye, Linfeng Zhao +7Robotic Manipulation PoliciesScalable Robot Learning

    Northeastern University · Stanford University · Brown University

  54. Joint-Embedding Predictive Architecture for Solar PV Panel Fault Classification

    Jul 10, 2026Seyyedhamid Azimidokht, Mehdi Monemi, Abdelhak Kharbouch +4PhotovoltaicEfficientnet Encoder

    University of Oulu, Oulu, Finland · Central Queensland University, Australia

  55. Integrating Large Language Models and Graph Convolutional Networks for Semi-Supervised Image Classification

    Jul 10, 2026Camila Piscioneri Magalhães, Lucas Pascotti ValemImage ClassificationSimilarity and Metrics

    Institute of Mathematics and Computer Science (ICMC) University of São Paulo (USP) São Carlos – SP – Brazil

  56. A Coreset Selection Framework with Ensemble Aggregation for Image Classification

    Jul 10, 2026Pedro Rocha Dantas, Lucas Pascotti ValemGeometry-Aware Uncertainty CoresetsImage Classification

    Institute of Mathematics and Computer Science (ICMC) University of S˜ao Paulo (USP) S˜ao Carlos – SP – Brazil

  57. Image classification via a quantum-inspired strategy involving a mixture of experts

    Jul 8, 2026Kumari Jyoti, Rohith Babu, Apoorva D. PatelImage ClassificationQuantum Annealing

    Centre for High Energy Physics, Indian Institute of Science, Bangalore 560012

  58. ReMoDEx: A Local-to-Global Relevance-Based Model Decision Explainability Framework for large-Scale Image Datasets

    Jul 8, 2026Abhay Kumar Pathak, Mrityunjay Chaubey, Manjari GuptaExplainabilityImage Classification

    Department of Computer Science, Institute of Science, Banaras Hindu University, Varanasi, India · University of Petroleum and Energy Studies, Dehradun, India

  59. Visual graphs for image classification: does the structure affect performance?

    Jul 7, 2026Alessandra IbbaNetwork ScienceImage Classification

    University of Sassari - Department of Engineering, Sassari, Italy

  60. Complementary Roles of Image Classification and Vessel Segmentation in AI-Based Screening for Retinopathy of Prematurity Plus Disease in a Kenyan Preterm Cohort

    Jul 7, 2026Fred Mutisya, Oscar Onyango, Sarah Sitati +8Vessel SegmentationOphthalmology

    Center for Health AI Research, Innovation & Implementation · College of Ophthalmology of Eastern Central and Southern · Kenyatta National Hospital +6