Author

Sungju Ryu

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Review Open access Sep 2026

Review and optimization of image classification models for edge AI applications

Image classification on edge devices requires models that maintain accuracy while reducing inference cost. This paper reviews the development of image classification models from convolutional neural networks to Vision Transformer models and examines their relevance to edge artificial intelligence applications. To impro...

Sunghyun Kim, Hanbin Cho, Taejee Kim et al. · Nano Convergence · 0 citations

Preprint Aug 2026

NITRO: High-Performance 3D NAND Flash-Based In-Storage Computing with Enhanced Activation Dataflow

This work proposes a high-performance NAND flash-based ISC architecture with enhanced activation buffering, and introduces a distributed dataflow approach for the NAND-PIM array that maximizes computational parallelism by employing efficient intra-plane data mapping.

Sanghun Shin, Sangyeon Kim, Gisan Ji et al. · 0 citations