BiRefNet vs oneformer_cityscapes_swin_large

Specs, VRAM requirements and download trends — updated 24 October 2026.

ZhengPeng7 · A · Open weights
Params
220 M
Context
—
30d
751 K
mit · commercial OK
shi-labs · B · Open weights
Params
—
Context
—
30d
184 K
mit · commercial OK

Specification comparison

Differences are highlighted; identical values are muted.

Specification BiRefNet oneformer_cityscapes_swin_large
Parameters 220 M —
Architecture BiRefNet OneFormerForUniversalSegmentation
Context length — —
Licence mit mit
Commercial use Allowed Allowed
Languages — —
Downloads 30d 751,374 183,668
Downloads all time 20.5 M 775 K
Quantizations on the Hub SAFETENSORS —
Gated No No
First seen on the Hub 2024-07-12 2022-11-15

Download trend

89 days of snapshots recorded — chart in 0 days.

20.5 M
BiRefNet · all-time downloads
775 K
oneformer_cityscapes_swin_large · all-time downloads

VRAM side by side

On RTX 4090 · 24 GB · 8K context unless noted

BiRefNet · fp16 1.0 GB / 24 GB
✅ Runs comfortably

Adjacent comparisons