Research

Papers for “image classification”

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

Title	Authors	Year	Source
Better May Not Be Fairer: A Study on Subgroup Discrepancy in Image Classification	Ming-Chang Chiu, Pin-Yu Chen, Xuezhe Ma	2022	arxiv 2212.08649
On the generalization capabilities of FSL methods through domain adaptation: a case study in endoscopic kidney stone image classification	Mauricio Mendez-Ruiz, Francisco Lopez-Tiro, Jonathan El-Beze	2022	arxiv 2205.00895
Pixel-Wise PolSAR Image Classification via a Novel Complex-Valued Deep Fully Convolutional Network	Yice Cao, Yan Wu, Peng Zhang	2019	arxiv 1909.13299
Multimodal Semantic Transfer from Text to Image. Fine-Grained Image Classification by Distributional Semantics	Simon Donig, Maria Christoforaki, Bernhard Bermeitinger	2020	arxiv 2001.02372
Iterative Misclassification Error Training (IMET): An Optimized Neural Network Training Technique for Image Classification	Ruhaan Singh, Sreelekha Guggilam	2025	arxiv 2507.02979
Object-aware Long-short-range Spatial Alignment for Few-Shot Fine-Grained Image Classification	Yike Wu, Bo Zhang, Gang Yu	2021	arxiv 2108.13098
Addressing Weak Decision Boundaries in Image Classification by Leveraging Web Search and Generative Models	Preetam Prabhu Srikar Dammu, Yunhe Feng, Chirag Shah	2023	arxiv 2310.19986
ViLa-MIL: Dual-scale Vision-Language Multiple Instance Learning for Whole Slide Image Classification	Jiangbo Shi, Chen Li, Tieliang Gong	2025	arxiv 2502.08391
Exploiting auto-encoders and segmentation methods for middle-level explanations of image classification systems	Andrea Apicella, Salvatore Giugliano, Francesco Isgrò	2021	arxiv 2106.05037
On the Sampling Strategy for Evaluation of Spectral-spatial Methods in Hyperspectral Image Classification	Jie Liang, Jun Zhou, Yuntao Qian	2016	arxiv 1605.05829
Selective Feature Re-Encoded Quantum Convolutional Neural Network with Joint Optimization for Image Classification	Shaswata Mahernob Sarkar, Sheikh Iftekhar Ahmed, Jishnu Mahmud	2025	arxiv 2507.02086
Synthetic Data Augmentation using Pre-trained Diffusion Models for Long-tailed Food Image Classification	GaYeon Koh, Hyun-Jic Oh, Jeonghyun Noh	2025	arxiv 2506.01368
Free Performance Gain from Mixing Multiple Partially Labeled Samples in Multi-label Image Classification	Chak Fong Chong, Jielong Guo, Xu Yang	2024	arxiv 2405.15860
The Effects of Skin Lesion Segmentation on the Performance of Dermatoscopic Image Classification	Amirreza Mahbod, Philipp Tschandl, Georg Langs	2020	arxiv 2008.12602
Multi-temporal and multi-source remote sensing image classification by nonlinear relative normalization	Devis Tuia, Diego Marcos, Gustau Camps-Valls	2020	arxiv 2012.04469
Automatic Design of CNNs via Differentiable Neural Architecture Search for PolSAR Image Classification	Hongwei Dong, Siyu Zhang, Bin Zou	2019	arxiv 1911.06993
CEC-CNN: A Consecutive Expansion-Contraction Convolutional Network for Very Small Resolution Medical Image Classification	Ioannis Vezakis, Antonios Vezakis, Sofia Gourtsoyianni	2022	arxiv 2209.13661
SalUn: Empowering Machine Unlearning via Gradient-based Weight Saliency in Both Image Classification and Generation	Chongyu Fan, Jiancheng Liu, Yihua Zhang	2023	arxiv 2310.12508
EmergencyNet: Efficient Aerial Image Classification for Drone-Based Emergency Monitoring Using Atrous Convolutional Feature Fusion	Christos Kyrkou, Theocharis Theocharides	2021	arxiv 2104.14006
Normalized Radon Cumulative Distribution Transforms for Invariance and Robustness in Optimal Transport Based Image Classification	Matthias Beckmann, Robert Beinert, Jonas Bresch	2025	arxiv 2506.08761

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