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Research

Papers for “image classification”

Find papers, implementations, and the benchmark evidence behind state-of-the-art AI systems.

TitleAuthorsYearSource
High-Dimensional Noise to Low-Dimensional Manifolds: A Manifold-Space Diffusion Framework for Degraded Hyperspectral Image ClassificationBoxiang Yang, Ning Chen, Xia Yue2026arxiv 2604.26279
HADS-Net:A Hybrid Attention-Augmented Dual-Stream Network with Physics-Informed Augmentation for Breast Ultrasound Image ClassificationChinedu Emmanuel Mbonu, Blessing Nwamaka Iduh, Joseph Ikechukwu Odo2026arxiv 2605.20536
LRMIL: Efficient Low-Resolution Multiple Instance Learning via High-Resolution Knowledge Distillation for Whole Slide Image ClassificationYonghan Shin, Won-Ki Jeong2026arxiv 2606.06864
DC-AL GAN: Pseudoprogression and True Tumor Progression of Glioblastoma Multiform Image Classification Based on DCGAN and AlexNetMeiyu Li, Hailiang Tang, Michael D. Chan2019arxiv 1902.06085
Unsupervised Feature Learning with K-means and An Ensemble of Deep Convolutional Neural Networks for Medical Image ClassificationEuijoon Ahn, Ashnil Kumar, Dagan Feng2019arxiv 1906.03359
REVEL Framework to measure Local Linear Explanations for black-box models: Deep Learning Image Classification case of studyIván Sevillano-García, Julián Luengo-Martín, Francisco Herrera2022arxiv 2211.06154
S$^3$F-Net: A Multi-Modal Approach to Medical Image Classification via Spatial-Spectral Summarizer Fusion NetworkMd. Saiful Bari Siddiqui, Mohammed Imamul Hassan Bhuiyan2025arxiv 2509.23442
Unsupervised and semi-supervised learning with Categorical Generative Adversarial Networks assisted by Wasserstein distance for dermoscopy image ClassificationXin Yi, Ekta Walia, Paul Babyn2018arxiv 1804.03700
Neighborhood Watch: Representation Learning with Local-Margin Triplet Loss and Sampling Strategy for K-Nearest-Neighbor Image ClassificationPhawis Thammasorn, Daniel Hippe, Wanpracha Chaovalitwongse2019arxiv 1911.07940
RetailKLIP : Finetuning OpenCLIP backbone using metric learning on a single GPU for Zero-shot retail product image classificationMuktabh Mayank Srivastava2023arxiv 2312.10282
Robust Image Classification in the Presence of Out-of-Distribution and Adversarial Samples Using Attractors in Neural NetworksNasrin Alipour, Seyyed Ali SeyyedSalehi2024arxiv 2406.10579
Evaluation of Explanation Methods of AI -- CNNs in Image Classification Tasks with Reference-based and No-reference MetricsA. Zhukov, J. Benois-Pineau, R. Giot2022arxiv 2212.01222
Improving Model Accuracy for Imbalanced Image Classification Tasks by Adding a Final Batch Normalization Layer: An Empirical StudyVeysel Kocaman, Ofer M. Shir, Thomas Bäck2020arxiv 2011.06319
Deep Learning for Identifying Iran's Cultural Heritage Buildings in Need of Conservation Using Image Classification and Grad-CAMMahdi Bahrami, Amir Albadvi2023arxiv 2302.14354
Application of a Convolutional Neural Network for image classification to the analysis of collisions in High Energy PhysicsCelia Fernández Madrazo, Ignacio Heredia Cacha, Lara Lloret Iglesias2017arxiv 1708.07034
BigEarthNet-MM: A Large Scale Multi-Modal Multi-Label Benchmark Archive for Remote Sensing Image Classification and RetrievalGencer Sumbul, Arne de Wall, Tristan Kreuziger2021arxiv 2105.07921
Libra-MIL: Multimodal Prototypes Stereoscopic Infused with Task-specific Language Priors for Few-shot Whole Slide Image ClassificationZhenfeng Zhuang, Fangyu Zhou, Liansheng Wang2025arxiv 2511.07941
From Correlation to Causation: Max-Pooling-Based Multi-Instance Learning Leads to More Robust Whole Slide Image ClassificationXin Liu, Weijia Zhang, Wei Tang2024arxiv 2408.09449
Effect of Patch Size on Fine-Tuning Vision Transformers in Two-Dimensional and Three-Dimensional Medical Image ClassificationMassoud Dehghan, Ramona Woitek, Amirreza Mahbod2026arxiv 2602.18614
Evaluating the performance of the LIME and Grad-CAM explanation methods on a LEGO multi-label image classification taskDavid Cian, Jan van Gemert, Attila Lengyel2020arxiv 2008.01584