Research

Papers for “image classification”

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

Title	Authors	Year	Source
Benchmarking Pathology Feature Extractors for Whole Slide Image Classification	Georg Wölflein, Dyke Ferber, Asier R. Meneghetti	2023	arxiv 2311.11772
Improved Few-Shot Image Classification Through Multiple-Choice Questions	Dipika Khullar, Emmett Goodman, Negin Sokhandan	2024	arxiv 2407.16145
Multi-view metric learning for multi-instance image classification	Dewei Li, Yingjie Tian	2016	arxiv 1610.06671
Quantifying contribution and propagation of error from computational steps, algorithms and hyperparameter choices in image classification pipelines	Aritra Chowdhury, Malik Magdon-Ismail, Bulent Yener	2019	arxiv 1903.00405
On the Efficacy of Differentially Private Few-shot Image Classification	Marlon Tobaben, Aliaksandra Shysheya, John Bronskill	2023	arxiv 2302.01190
Pre-Pruning and Gradient-Dropping Improve Differentially Private Image Classification	Kamil Adamczewski, Yingchen He, Mijung Park	2023	arxiv 2306.11754
Benchmarking Test-Time Adaptation against Distribution Shifts in Image Classification	Yongcan Yu, Lijun Sheng, Ran He	2023	arxiv 2307.03133
Multi-layered Semantic Representation Network for Multi-label Image Classification	Xiwen Qu, Hao Che, Jun Huang	2021	arxiv 2106.11596
Hybrid multi-layer Deep CNN/Aggregator feature for image classification	Praveen Kulkarni, Joaquin Zepeda, Frederic Jurie	2015	arxiv 1503.04065
Active Convolution: Learning the Shape of Convolution for Image Classification	Yunho Jeon, Junmo Kim	2017	arxiv 1703.09076
EntAugment: Entropy-Driven Adaptive Data Augmentation Framework for Image Classification	Suorong Yang, Furao Shen, Jian Zhao	2024	arxiv 2409.06290
ForAug: Mitigating Biases in Image Classification via Controlled Image Compositions	Tobias Christian Nauen, Brian Moser, Federico Raue	2025	arxiv 2503.09399
DCT-CompCNN: A Novel Image Classification Network Using JPEG Compressed DCT Coefficients	Bulla Rajesh, Mohammed Javed, Ratnesh	2019	arxiv 1907.11503
PaRCE: Probabilistic and Reconstruction-based Competency Estimation for CNN-based Image Classification	Sara Pohland, Claire Tomlin	2024	arxiv 2411.16715
Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study	Md. Zehan Alam, Tonmoy Roy, H.M. Nahid Kawsar	2024	arxiv 2412.20235
MambaMIC: An Efficient Baseline for Microscopic Image Classification with State Space Models	Shun Zou, Zhuo Zhang, Yi Zou	2024	arxiv 2409.07896
Failure Detection in Medical Image Classification: A Reality Check and Benchmarking Testbed	Melanie Bernhardt, Fabio De Sousa Ribeiro, Ben Glocker	2022	arxiv 2205.14094
Revisiting Long-tailed Image Classification: Survey and Benchmarks with New Evaluation Metrics	Chaowei Fang, Dingwen Zhang, Wen Zheng	2023	arxiv 2302.01507
Real-Time Document Image Classification using Deep CNN and Extreme Learning Machines	Andreas Kölsch, Muhammad Zeshan Afzal, Markus Ebbecke	2017	arxiv 1711.05862
Gigahertz-rate random speckle projection for high-speed single-pixel image classification	Jinsei Hanawa, Tomoaki Niiyama, Yutaka Endo	2022	arxiv 2206.05433

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