Research

Papers for “image classification”

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

Title	Authors	Year	Source
ScaleNet: Scale Invariance Learning in Directed Graphs	Qin Jiang, Chengjia Wang, Michael Lones	2024	arxiv 2411.08758
A Low-cost and Ultra-lightweight Binary Neural Network for Traffic Signal Recognition	Mingke Xiao, Yue Su, Liang Yu	2025	arxiv 2501.07808
Depth-Wise Convolutions in Vision Transformers for Efficient Training on Small Datasets	Tianxiao Zhang, Wenju Xu, Bo Luo	2024	arxiv 2407.19394
Progressive Transfer Learning	Zhengxu Yu, Dong Shen, Zhongming Jin	2019	arxiv 1908.02492
Deep neural network loses attention to adversarial images	Shashank Kotyan, Danilo Vasconcellos Vargas	2021	arxiv 2106.05657
Improving training of deep neural networks via Singular Value Bounding	Kui Jia	2016	arxiv 1611.06013
Detecting Adversarial Examples - A Lesson from Multimedia Forensics	Pascal Schöttle, Alexander Schlögl, Cecilia Pasquini	2018	arxiv 1803.03613
Benchmarking MedMNIST dataset on real quantum hardware	Gurinder Singh, Hongni Jin, Kenneth M. Merz Jr	2025	arxiv 2502.13056
Sequential Graph Convolutional Network for Active Learning	Razvan Caramalau, Binod Bhattarai, Tae-Kyun Kim	2020	arxiv 2006.10219
Semantic Multiplexing	Mohammad Abdi, Francesca Meneghello, Francesco Restuccia	2025	arxiv 2511.13779
Kernel Inversed Pyramidal Resizing Network for Efficient Pavement Distress Recognition	Rong Qin, Luwen Huangfu, Devon Hood	2022	arxiv 2212.01790
SCALES: Boost Binary Neural Network for Image Super-Resolution with Efficient Scalings	Renjie Wei, Zechun Liu, Yuchen Fan	2023	arxiv 2303.12270
Vocabulary-free Fine-grained Visual Recognition via Enriched Contextually Grounded Vision-Language Model	Dmitry Demidov, Zaigham Zaheer, Omkar Thawakar	2025	arxiv 2507.23070
Towards Ancient Plant Seed Classification: A Benchmark Dataset and Baseline Model	Rui Xing, Runmin Cong, Yingying Wu	2025	arxiv 2512.18247
Generative Diffusion Augmentation with Quantum-Enhanced Discrimination for Medical Image Diagnosis	Jingsong Xia, Siqi Wang	2026	arxiv 2601.18556
DynaMoE: Dynamic Token-Level Expert Activation with Layer-Wise Adaptive Capacity for Mixture-of-Experts Neural Networks	Gökdeniz Gülmez	2026	arxiv 2603.01697
Layer-wise QUBO-Based Training of CNN Classifiers for Quantum Annealing	Mostafa Atallah, Rebekah Herrman	2026	arxiv 2603.02958
CLEAR-Mamba:Towards Accurate, Adaptive and Trustworthy Multi-Sequence Ophthalmic Angiography Classification	Zhuonan Wang, Wenjie Yan, Wenqiao Zhang	2026	arxiv 2601.20601
Enhancing Few-Shot Classification of Benchmark and Disaster Imagery with ABHFA-Net	Gao Yu Lee, Tanmoy Dam, Md Meftahul Ferdaus	2025	arxiv 2510.18326
NormalView: tree species classification from backpack and aerial lidar data using geometric projections	Juho Korkeala, Jesse Muhojoki, Josef Taher	2025	arxiv 2512.05610

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