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A newer version of the Gradio SDK is available: 5.6.0

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Pre-training YOLO-World-v1

The YOLO-World-v1 is an initial version, and now is nearly deprecated! We strongly suggest you use the latest version.

Zero-shot Inference on LVIS dataset

model Pre-train Data Size APmini APr APc APf APval APr APc APf weights
YOLO-World-S O365+GoldG 640 24.3 16.6 22.1 27.7 17.8 11.0 14.8 24.0 HF Checkpoints πŸ€—
YOLO-World-M O365+GoldG 640 28.6 19.7 26.6 31.9 22.3 16.2 19.0 28.7 HF Checkpoints πŸ€—
YOLO-World-L O365+GoldG 640 32.5 22.3 30.6 36.1 24.8 17.8 22.4 32.5 HF Checkpoints πŸ€—
YOLO-World-L O365+GoldG+CC3M-Lite 640 33.0 23.6 32.0 35.5 25.3 18.0 22.1 32.1 HF Checkpoints πŸ€—
YOLO-World-X O365+GoldG+CC3M-Lite 640 33.4 24.4 31.6 36.6 26.6 19.2 23.5 33.2 HF Checkpoints πŸ€—

NOTE:

  1. APmini: evaluated on LVIS minival.
  2. APval: evaluated on LVIS val 1.0.
  3. HuggingFace Mirror provides the mirror of HuggingFace, which is a choice for users who are unable to reach.