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Tasnim Shahriar | Lattice

Tasnim Shahriar

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Computer Vision (1)Inference & Quantization (1)Training Efficiency & Optimization (1)

Papers (1)

Jul 2, 2026

Tasnim Shahriar1w ago

Do Newer Lightweight CNNs Perform Better Under Resource Constraints? A Controlled Multigenerational Study of Architecture, Initialization, Training Budget, and Efficiency

EfficientNet-B0 outperforms newer models in efficiency, achieving competitive accuracy with 79% fewer parameters and 86% fewer GMACs.

Tasnim Shahriar

Computer Vision Inference & Quantization Training Efficiency & Optimization