Research

Papers for “image classification”

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

Title	Authors	Year	Source
SlideGCD: Slide-based Graph Collaborative Training with Knowledge Distillation for Whole Slide Image Classification	Tong Shu, Jun Shi, Dongdong Sun	2024	arxiv 2407.08968
Cells are Actors: Social Network Analysis with Classical ML for SOTA Histology Image Classification	Neda Zamanitajeddin, Mostafa Jahanifar, Nasir Rajpoot	2021	arxiv 2106.15299
HYPER-SNN: Towards Energy-efficient Quantized Deep Spiking Neural Networks for Hyperspectral Image Classification	Gourav Datta, Souvik Kundu, Akhilesh R. Jaiswal	2021	arxiv 2107.11979
The Devil is in the Channels: Mutual-Channel Loss for Fine-Grained Image Classification	Dongliang Chang, Yifeng Ding, Jiyang Xie	2020	arxiv 2002.04264
Investigating a Baseline Of Self Supervised Learning Towards Reducing Labeling Costs For Image Classification	Hilal AlQuabeh, Ameera Bawazeer, Abdulateef Alhashmi	2021	arxiv 2108.07464
MAPLE: Multi-scale Attribute-enhanced Prompt Learning for Few-shot Whole Slide Image Classification	Junjie Zhou, Wei Shao, Yagao Yue	2025	arxiv 2509.25863
REACT-KD: Region-Aware Cross-modal Topological Knowledge Distillation for Interpretable Medical Image Classification	Hongzhao Chen, Hexiao Ding, Yufeng Jiang	2025	arxiv 2508.02104
A fast and Accurate Similarity-constrained Subspace Clustering Framework for Unsupervised Hyperspectral Image Classification	Carlos Hinojosa, Esteban Vera, Henry Arguello	2021	arxiv 2104.06975
SS-MAE: Spatial-Spectral Masked Auto-Encoder for Multi-Source Remote Sensing Image Classification	Junyan Lin, Feng Gao, Xiaocheng Shi	2023	arxiv 2311.04442
UniFed: A Universal Federation of a Mixture of Highly Heterogeneous Medical Image Classification Tasks	Atefe Hassani, Islem Rekik	2024	arxiv 2408.07075
Fair Federated Medical Image Classification Against Quality Shift via Inter-Client Progressive State Matching	Nannan Wu, Zhuo Kuang, Zengqiang Yan	2025	arxiv 2503.09587
Automated COVID-19 CT Image Classification using Multi-head Channel Attention in Deep CNN	Susmita Ghosh, Abhiroop Chatterjee	2023	arxiv 2308.00715
MiAMix: Enhancing Image Classification through a Multi-stage Augmented Mixed Sample Data Augmentation Method	Wen Liang, Youzhi Liang, Jianguo Jia	2023	arxiv 2308.02804
On the Generalizability of Iterative Patch Selection for Memory-Efficient High-Resolution Image Classification	Max Riffi-Aslett, Christina Fell	2024	arxiv 2412.11237
MOB-GCN: A Novel Multiscale Object-Based Graph Neural Network for Hyperspectral Image Classification	Tuan-Anh Yang, Truong-Son Hy, Phuong D. Dao	2025	arxiv 2502.16289
A Comparison of Few-Shot Learning Methods for Underwater Optical and Sonar Image Classification	Mateusz Ochal, Jose Vazquez, Yvan Petillot	2020	arxiv 2005.04621
Combining Similarity and Adversarial Learning to Generate Visual Explanation: Application to Medical Image Classification	Martin Charachon, Céline Hudelot, Paul-Henry Cournède	2020	arxiv 2012.07332
GMM-IL: Image Classification using Incrementally Learnt, Independent Probabilistic Models for Small Sample Sizes	Penny Johnston, Keiller Nogueira, Kevin Swingler	2022	arxiv 2212.00572
MedMNIST v2 -- A large-scale lightweight benchmark for 2D and 3D biomedical image classification	Jiancheng Yang, Rui Shi, Donglai Wei	2021	arxiv 2110.14795
Fast Adaptation with Bradley-Terry Preference Models in Text-To-Image Classification and Generation	Victor Gallego	2023	arxiv 2308.07929

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