BiRefNet_lite vs oneformer_cityscapes_swin_large

Specs, VRAM requirements and download trends — updated 29 October 2026.

ZhengPeng7 · A · Open weights
Params
44 M
Context
—
30d
196 K
mit · commercial OK
shi-labs · B · Open weights
Params
—
Context
—
30d
326 K
mit · commercial OK

Specification comparison

Differences are highlighted; identical values are muted.

Specification BiRefNet_lite oneformer_cityscapes_swin_large
Parameters 44 M —
Architecture BiRefNet OneFormerForUniversalSegmentation
Context length — —
Licence mit mit
Commercial use Allowed Allowed
Languages — —
Downloads 30d 196,308 325,555
Downloads all time 1.1 M 997 K
Quantizations on the Hub SAFETENSORS —
Gated No No
First seen on the Hub 2024-08-02 2022-11-15

Download trend

Daily snapshots, last 51 days (21 Sep – 10 Nov)

418 K184 K
BiRefNet_lite oneformer_cityscapes_swin_large

VRAM side by side

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

BiRefNet_lite · fp16 0.7 GB / 24 GB
✅ Runs comfortably

Adjacent comparisons