EfficientViT is a new family of high-resolution vision models with novel multi-scale linear attention. As such, EfficientViT delivers remarkable performance gains over previous state-of-the-art models with significant speedup on diverse hardware platforms, including mobile CPU, edge GPU, and cloud GPU.

Original paper: EfficientViT: Multi-Scale Linear Attention for High-Resolution Dense Prediction

EfficientViT-L2

EfficientViT is a new family of vision models for efficient high-resolution dense prediction. The core building block of EfficientViT is a new lightweight multi-scale linear attention module that achieves global receptive field and multi-scale learning with only hardware-efficient operations.

Model Configuration:

• Reference implementation: EfficientViT-L2
• Original Weight: l2.pt
• Dataset: ADE20K
• Resolution: 3x512x512
• Support Cooper version:
  • Cooper SDK: [2.5.2]
  • Cooper Foundry: [2.2]

Model	Device	Model Link
EfficientViT-L2	N1-655	Model_Link
EfficientViT-L2	CV72	Model_Link
EfficientViT-L2	CV75	Model_Link