Image Segmentation Models

Tracked image segmentation models monitored by OpenModelStats. Rankings below compare tracked models against each other — see the methodology for scope and limitations.

Top-10 combined DL 30D
4.5M
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Sep 22, 2026

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#ModelDL 30D7D
1RMBG-2.0briaai432.1K1.0%(up)
2RMBG-1.4briaai282.5K0.4%(up)
3BiRefNetZhengPeng7761.2K1.0%(up)
43D_medical_imaging_dentalKukulauren0—
5VRMBG-3.0briaai242—
6AnomalyDetection-MVTech-MetalKeyven0—
7Segmentation-of-Teeth-in-Panoramic-X-ray-Image-Using-U-NetSerdarHelli40—
8PP-DocLayoutV3PaddlePaddle40.6K3.1%(up)
9StrandSeg-LiteEvanZhongg0—
10BubbleIDUARK-NED30—

Most downloaded

ModelDL 30D7D
clipseg-rd64-refinedCIDAS784.4K0.1%(up)
BiRefNetZhengPeng7761.2K1.0%(up)
mask2former-swin-large-cityscapes-semanticfacebook517.1K1.2%(up)
RMBG-2.0briaai432.1K1.0%(up)
BiRefNet_liteZhengPeng7396.8K20.2%(up)
segformer-b0-finetuned-ade-512-512nvidia346.4K1.1%(up)
mask2former-swin-large-ade-semanticfacebook342.2K1.4%(up)
segformer_b2_clothesmattmdjaga336.5K0.2%(up)
RMBG-1.4briaai282.5K0.4%(up)
segformer-b2-finetuned-ade-512-512nvidia280.4K3.8%(up)

Fastest growing

Downloads gained over the last seven tracked days.

ModelDL 30D7D
BiRefNetZhengPeng7761.2K+196.2K
clipseg-rd64-refinedCIDAS784.4K+180.6K
BiRefNet_liteZhengPeng7396.8K+136.9K
mask2former-swin-large-cityscapes-semanticfacebook517.1K+125.3K
RMBG-2.0briaai432.1K+105.8K
segformer-b0-finetuned-ade-512-512nvidia346.4K+105.7K
segformer_b2_clothesmattmdjaga336.5K+76.7K
RMBG-1.4briaai282.5K+75.2K
segformer-b2-finetuned-ade-512-512nvidia280.4K+74K
mask2former-swin-large-ade-semanticfacebook342.2K+61.2K

New & notable

Published within the last 90 days with meaningful traction.

ModelDL 30D7D
lucidaegeorcun9,321+1,945
birefnet-lite-1024-webgpujiabins03031,792+621
sam3-car-glass-bestacd23862+15
oneformer_ade20k_swin_largezeromodels844+0
eomt_large_coco_instance_640zeromodels633+0
sonobaseAlfredQin550+550
eomt_small_coco_panoptic_640zeromodels455+0
floorcad-yolov8n-segmudasir13cs229+0
ConCor-1UWGZQ154+19
rfdetr-seg-nano-coco-onnxAnnotateIt153+142