Research

Papers for “image classification”

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

Title	Authors	Year	Source
Anisotropic Diffusion Probabilistic Model for Imbalanced Image Classification	Jingyu Kong, Yuan Guo, Yu Wang	2024	arxiv 2409.14313
Domain Adaptation Techniques for Natural and Medical Image Classification	Ahmad Chaddad, Yihang Wu, Reem Kateb	2025	arxiv 2508.20537
Image Classification using CNN for Traffic Signs in Pakistan	Abdul Azeem Sikander, Hamza Ali	2021	arxiv 2102.10130
Hyperspectral Image Classification via Efficient Global Spectral Supertoken Clustering	Peifu Liu, Tingfa Xu, Jie Wang	2026	arxiv 2604.27364
MMFormer: Multimodal Transformer Using Multiscale Self-Attention for Remote Sensing Image Classification	Bo Zhang, Zuheng Ming, Wei Feng	2023	arxiv 2303.13101
Gaussian Rank-Based Neighborhood Degree for Graph Neural Networks in Image Classification	Rafael Mendonça Duarte, Jean Roberto Ponciano, Lucas Pascotti Valem	2026	arxiv 2605.24367
Rethinking Transfer Learning for Medical Image Classification	Le Peng, Hengyue Liang, Gaoxiang Luo	2021	arxiv 2106.05152
Superpixel Image Classification with Graph Attention Networks	Pedro H. C. Avelar, Anderson R. Tavares, Thiago L. T. da Silveira	2020	arxiv 2002.05544
Bayesian Statistics Guided Label Refurbishment Mechanism: Mitigating Label Noise in Medical Image Classification	Mengdi Gao, Ximeng Feng, Mufeng Geng	2021	arxiv 2106.12284
Rethinking Foundation Models for Medical Image Classification through a Benchmark Study on MedMNIST	Fuping Wu, Bartlomiej W. Papiez	2025	arxiv 2501.14685
Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification	Lorenzo Brigato, Björn Barz, Luca Iocchi	2021	arxiv 2108.13122
Quaternion Approximation Networks for Enhanced Image Classification and Oriented Object Detection	Bryce Grant, Peng Wang	2025	arxiv 2509.05512
Co-Correcting: Noise-tolerant Medical Image Classification via mutual Label Correction	Jiarun Liu, Ruirui Li, Chuan Sun	2021	arxiv 2109.05159
Enhancing Multimodal Medical Image Classification using Cross-Graph Modal Contrastive Learning	Jun-En Ding, Chien-Chin Hsu, Chi-Hsiang Chu	2024	arxiv 2410.17494
Effective Features of Remote Sensing Image Classification Using Interactive Adaptive Thresholding Method	T.Balaji, Dr.M.Sumathi	2014	arxiv 1401.7743
Graph Convolutional Networks based on Manifold Learning for Semi-Supervised Image Classification	Lucas Pascotti Valem, Daniel Carlos Guimarães Pedronette, Longin Jan Latecki	2023	arxiv 2304.12492
Fruit Quality and Defect Image Classification with Conditional GAN Data Augmentation	Jordan J. Bird, Chloe M. Barnes, Luis J. Manso	2021	arxiv 2104.05647
Few-shot Fine-grained Image Classification via Multi-Frequency Neighborhood and Double-cross Modulation	Hegui Zhu, Zhan Gao, Jiayi Wang	2022	arxiv 2207.08547
An Efficient Medical Image Classification Method Based on a Lightweight Improved ConvNeXt-Tiny Architecture	Jingsong Xia, Yue Yin, Xiuhan Li	2025	arxiv 2508.11532
Unsupervised High-level Feature Learning by Ensemble Projection for Semi-supervised Image Classification and Image Clustering	Dengxin Dai, Luc Van Gool	2016	arxiv 1602.00955

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