Research

Papers for “image classification”

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

Title	Authors	Year	Source
Rethinking Multi-Label Image Classification With Deep Learning: Taxonomy, Challenge, and Outlook	Xuelin Zhu, Xiu-Shen Wei, Jiawei Ge	2026	arxiv 2607.00839
PNEC-Mamba: Prototype-Guided Positive-Negative Evidence Calibration for Hyperspectral Image Classification	Mingzhen Xu, Can Xu, Di Wang	2026	arxiv 2608.01910
Topology-Aware Neighborhood Learning for Source-Free Cross-Scene Hyperspectral Image Classification	Qingmei Li, Juepeng Zheng, Jiarui Zhang	2026	arxiv 2608.05964
Quantum Kernel for Image Classification of Real World Manufacturing Defects	Daniel Beaulieu, Dylan Miracle, Anh Pham	2022	arxiv 2212.08693
Single-chip photonic deep neural network for instantaneous image classification	Farshid Ashtiani, Alexander J. Geers, Firooz Aflatouni	2021	arxiv 2106.11747
PCNN: Probable-Class Nearest-Neighbor Explanations Improve Fine-Grained Image Classification Accuracy for AIs and Humans	Giang (Dexter) Nguyen, Valerie Chen, Mohammad Reza Taesiri	2023	arxiv 2308.13651
PLMCL: Partial-Label Momentum Curriculum Learning for Multi-Label Image Classification	Rabab Abdelfattah, Xin Zhang, Zhenyao Wu	2022	arxiv 2208.09999
MambaOutRS: A Hybrid CNN-Fourier Architecture for Remote Sensing Image Classification	Minjong Cheon, Changbae Mun	2025	arxiv 2506.19561
Where are we with calibration under dataset shift in image classification?	Mélanie Roschewitz, Raghav Mehta, Fabio de Sousa Ribeiro	2025	arxiv 2507.07780
Towards Fine-grained Image Classification with Generative Adversarial Networks and Facial Landmark Detection	Mahdi Darvish, Mahsa Pouramini, Hamid Bahador	2021	arxiv 2109.00891
Does deep learning model calibration improve performance in class-imbalanced medical image classification?	Sivaramakrishnan Rajaraman, Prasanth Ganesan, Sameer Antani	2021	arxiv 2110.00918
Noise-reducing attention cross fusion learning transformer for histological image classification of osteosarcoma	Liangrui Pan, Hetian Wang, Lian Wang	2022	arxiv 2204.13838
Global Meets Local: Effective Multi-Label Image Classification via Category-Aware Weak Supervision	Jiawei Zhan, Jun Liu, Wei Tang	2022	arxiv 2211.12716
Evolving Deep Neural Networks by Multi-objective Particle Swarm Optimization for Image Classification	Bin Wang, Yanan Sun, Bing Xue	2019	arxiv 1904.09035
Role of Orthogonality Constraints in Improving Properties of Deep Networks for Image Classification	Hongjun Choi, Anirudh Som, Pavan Turaga	2020	arxiv 2009.10762
Pyramid Pixel Context Adaption Network for Medical Image Classification with Supervised Contrastive Learning	Xiaoqing Zhang, Zunjie Xiao, Xiao Wu	2023	arxiv 2303.01917
Dual-Task Vision Transformer for Rapid and Accurate Intracerebral Hemorrhage CT Image Classification	Jialiang Fan, Xinhui Fan, Chengyan Song	2024	arxiv 2405.06814
Improved texture image classification through the use of a corrosion-inspired cellular automaton	Núbia Rosa da Silva, Pieter Van der Weeën, Bernard De Baets	2014	arxiv 1412.7889
Hybrid Quantum-Classical Convolutional Neural Networks for Image Classification in Multiple Color Spaces	Kwok-Ho Ng, Tingting Song, Zhiquan Liu	2024	arxiv 2406.02229
Fast and Accurate Gigapixel Pathological Image Classification with Hierarchical Distillation Multi-Instance Learning	Jiuyang Dong, Junjun Jiang, Kui Jiang	2025	arxiv 2502.21130

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