EdgeSAM: prompt-in-the-loop distillation for on-device deployment of SAM

This paper presents EdgeSAM, an accelerated variant of the Segment Anything Model (SAM), optimized for efficient execution on edge devices with minimal compromise in performance. Our approach involves distilling the original ViT-based SAM image encoder into a purely CNN-based architecture, better...

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Bibliographic Details
Main Authors: Zhou, Chong, Li, Xiangtai, Loy, Chen Change, Dai, Bo
Other Authors: College of Computing and Data Science
Language:English
Published: 2024
Subjects:
Online Access:https://hdl.handle.net/10356/180234
http://arxiv.org/abs/2312.06660v2