Segment images with SAM 48.9x faster by using EfficientViT with EfficientViT-SAM
Segment images with SAM 48.9x faster by using EfficientViT with EfficientViT-SAM
EfficientViT-SAM: Accelerated Segment Anything Model Without Accuracy Loss
arXiv paper abstract https://arxiv.org/abs/2402.05008
arXiv PDF paper https://arxiv.org/pdf/2402.05008
... present EfficientViT-SAM, a new family of accelerated segment anything models.
... retain SAM's lightweight prompt encoder and mask decoder while replacing the heavy image encoder with EfficientViT.
For the training, ... begin with the knowledge distillation from the SAM-ViT-H image encoder to EfficientViT.
Subsequently, ... conduct end-to-end training on the SA-1B dataset.
Benefiting from EfficientViT's efficiency and capacity, EfficientViT-SAM delivers 48.9x measured TensorRT speedup on A100 GPU over SAM-ViT-H without sacrificing performance.
... code and pre-trained models are released ...
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