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20232026
most citedUncovering local aggregated air quality index with smartphone captured images leveraging efficient deep convolutional neural network

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cs.CV2026

HiRo: A Compact Four-Directional Hierarchical Reservoir Token-Mixer for Efficient Image Classification

Md Farhadul Islam, Ishan Thakkar, J. Todd Hastings

Recent image classification models must balance local feature modeling, cross-window interaction, and parameter efficiency. Many high-performing architectures rely on fully trainab…