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Best Image Segmentation Models

480

480 image segmentation models on MLForge, ranked by downloads — including work from CIDAS, ZhengPeng7, facebook, nvidia. Compare, download and run them locally on your own GPU. Free tier.

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Top Image Segmentation models

C CIDAS/clipseg-rd64-refined Image Segmentation ·150.7M params 1.3M 140 🤗 HF B ZhengPeng7/BiRefNet Image Segmentation ·220.7M params 713.5K 602 🤗 HF M facebook/mask2former-swin-large-ade-semantic Image Segmentation ·216.0M params 645.3K 21 🤗 HF S nvidia/segformer-b0-finetuned-ade-512-512 Image Segmentation ·3.8M params 321.1K 190 🤗 HF R briaai/RMBG-1.4 Image Segmentation ·44.1M params 309.5K 2.0K 🤗 HF S nvidia/segformer-b2-finetuned-ade-512-512 Image Segmentation 213.6K 7 🤗 HF F jonathandinu/face-parsing Image Segmentation ·84.6M params 208.9K 223 🤗 HF S Xenova/segformer-b0-finetuned-ade-512-512 Image Segmentation 176.6K 2 🤗 HF M facebook/mask2former-swin-large-cityscapes-semantic Image Segmentation ·216.0M params 171.4K 38 🤗 HF S mattmdjaga/segformer_b2_clothes Image Segmentation ·27.4M params 152.9K 502 🤗 HF O shi-labs/oneformer_ade20k_swin_large Image Segmentation 113.4K 35 🤗 HF S nvidia/segformer-b5-finetuned-cityscapes-1024-1024 Image Segmentation 104.1K 43 🤗 HF S nvidia/segformer-b1-finetuned-ade-512-512 Image Segmentation 103.2K 16 🤗 HF S nvidia/segformer-b5-finetuned-ade-640-640 Image Segmentation 88.5K 45 🤗 HF M facebook/mask2former-swin-tiny-coco-instance Image Segmentation ·47.5M params 59.0K 16 🤗 HF M Xenova/modnet Image Segmentation 54.3K 84 🤗 HF D chendelong/DirectSAM-1800px-0424 Image Segmentation ·84.6M params 49.6K 3 🤗 HF O shi-labs/oneformer_coco_swin_large Image Segmentation 42.8K 8 🤗 HF P PaddlePaddle/PP-DocLayoutV3 Image Segmentation 42.6K 92 🤗 HF F fashn-ai/fashn-human-parser Image Segmentation ·64.0M params 39.8K 28 🤗 HF O shi-labs/oneformer_cityscapes_swin_large Image Segmentation 39.0K 2 🤗 HF C tue-mps/coco_panoptic_eomt_large_640 Image Segmentation ·316.7M params 38.1K 13 🤗 HF U openmmlab/upernet-swin-large Image Segmentation ·234.5M params 30.5K 1 🤗 HF M facebook/mask2former-swin-base-coco-panoptic Image Segmentation ·107.4M params 27.5K 16 🤗 HF B PramaLLC/BEN2 Image Segmentation ·94.6M params 26.4K 238 🤗 HF D facebook/detr-resnet-50-panoptic Image Segmentation 26.4K 138 🤗 HF B ZhengPeng7/BiRefNet_lite Image Segmentation ·44.4M params 24.8K 17 🤗 HF M facebook/mask2former-swin-large-coco-instance Image Segmentation ·216.0M params 24.4K 7 🤗 HF B ZhengPeng7/BiRefNet_HR Image Segmentation ·220.7M params 23.8K 78 🤗 HF S nvidia/segformer-b4-finetuned-ade-512-512 Image Segmentation 20.5K 4 🤗 HF B ZhengPeng7/BiRefNet-portrait Image Segmentation ·220.7M params 19.3K 14 🤗 HF O shi-labs/oneformer_ade20k_swin_tiny Image Segmentation 18.9K 17 🤗 HF S mayocream/speech-bubble-segmentation Image Segmentation ·27.3M params 17.5K 2 🤗 HF M facebook/mask2former-swin-large-mapillary-vistas-semantic Image Segmentation ·216.0M params 17.3K 9 🤗 HF S nvidia/segformer-b3-finetuned-ade-512-512 Image Segmentation 17.0K 14 🤗 HF S nvidia/segformer-b2-finetuned-cityscapes-1024-1024 Image Segmentation 15.9K 2 🤗 HF M facebook/mask2former-swin-base-ade-semantic Image Segmentation ·107.4M params 15.2K 🤗 HF M facebook/mask2former-swin-small-coco-instance Image Segmentation ·68.8M params 14.8K 9 🤗 HF M facebook/mask2former-swin-small-ade-semantic Image Segmentation ·68.8M params 14.2K 8 🤗 HF S nvidia/segformer-b0-finetuned-cityscapes-1024-1024 Image Segmentation 13.7K 10 🤗 HF C tue-mps/coco_instance_eomt_large_1280 Image Segmentation ·321.6M params 12.3K 1 🤗 HF B ZhengPeng7/BiRefNet-matting Image Segmentation ·220.7M params 11.3K 29 🤗 HF M facebook/mask2former-swin-tiny-coco-panoptic Image Segmentation ·47.5M params 11.2K 10 🤗 HF M facebook/mask2former-swin-tiny-ade-semantic Image Segmentation 10.4K 2 🤗 HF B ZhengPeng7/BiRefNet_HR-matting Image Segmentation ·220.7M params 10.4K 15 🤗 HF Y keremberke/yolov8n-building-segmentation Image Segmentation 10.1K 2 🤗 HF B ZhengPeng7/BiRefNet_dynamic Image Segmentation ·220.7M params 9.7K 10 🤗 HF R Roboflow/rf-detr-segmentation Image Segmentation ·34.2M params 8.9K 20 🤗 HF M facebook/maskformer-swin-tiny-coco Image Segmentation ·41.8M params 8.0K 7 🤗 HF M facebook/mask2former-swin-large-coco-panoptic Image Segmentation 8.0K 33 🤗 HF R cocktailpeanut/rm Image Segmentation ·220.7M params 7.2K 🤗 HF M facebook/mask2former-swin-tiny-cityscapes-semantic Image Segmentation ·47.4M params 7.0K 3 🤗 HF U openmmlab/upernet-convnext-small Image Segmentation 6.5K 34 🤗 HF U openmmlab/upernet-convnext-tiny Image Segmentation ·60.3M params 6.3K 3 🤗 HF U thang101020/upernet-segmenthomeai Image Segmentation 6.0K 🤗 HF M facebook/mask2former-swin-large-mapillary-vistas-panoptic Image Segmentation ·216.0M params 5.8K 3 🤗 HF D MykolaL/DelineateAnything Image Segmentation 5.5K 6 🤗 HF N nvidia/NV-Segment-CT Image Segmentation 5.5K 22 🤗 HF M facebook/mask2former-swin-large-ade-panoptic Image Segmentation ·216.0M params 5.5K 5 🤗 HF S nvidia/segformer-b0-finetuned-cityscapes-512-1024 Image Segmentation 5.0K 1 🤗 HF A skytnt/anime-seg Image Segmentation ·51.0M params 4.9K 54 🤗 HF S BiliSakura/SkySensepp-fewshot Image Segmentation ·1.6B params 4.7K 🤗 HF S facebook/sapiens2-seg-5b Image Segmentation ·5.1B params 4.5K 6 🤗 HF O onnx-community/ormbg-ONNX Image Segmentation 4.4K 10 🤗 HF M facebook/mask2former-swin-tiny-cityscapes-instance Image Segmentation ·47.4M params 4.3K 🤗 HF S facebook/sapiens2-seg-0.4b Image Segmentation ·406.6M params 4.3K 2 🤗 HF O shi-labs/oneformer_ade20k_dinat_large Image Segmentation 4.2K 12 🤗 HF B onnx-community/BEN2-ONNX Image Segmentation 4.1K 21 🤗 HF B ZhengPeng7/BiRefNet-DIS5K Image Segmentation ·220.7M params 4.1K 2 🤗 HF R camenduru/RMBG-2.0 Image Segmentation ·220.7M params 4.0K 1 🤗 HF M facebook/mask2former-swin-tiny-cityscapes-panoptic Image Segmentation ·47.4M params 3.3K 🤗 HF S sayeed99/segformer-b3-fashion Image Segmentation ·47.3M params 3.2K 31 🤗 HF T restor/tcd-segformer-mit-b0 Image Segmentation ·3.7M params 3.2K 2 🤗 HF B onnx-community/BiRefNet_lite-ONNX Image Segmentation 3.0K 18 🤗 HF T lorebianchi98/Talk2DINO-ViTB Image Segmentation 2.9K 4 🤗 HF C ianpan/chest-x-ray-basic Image Segmentation ·22.2M params 2.6K 9 🤗 HF S sayeed99/segformer_b3_clothes Image Segmentation ·47.2M params 2.6K 37 🤗 HF F Xenova/face-parsing Image Segmentation 2.6K 10 🤗 HF S nvidia/segformer-b1-finetuned-cityscapes-1024-1024 Image Segmentation 2.5K 18 🤗 HF V bwittmann/vesselFM Image Segmentation 2.4K 12 🤗 HF M facebook/maskformer-swin-small-coco Image Segmentation ·63.1M params 2.3K 4 🤗 HF L cyberagent/layerd-birefnet Image Segmentation 2.3K 7 🤗 HF S Efferbach/segformer-finetuned-lane-10k-steps Image Segmentation 2.2K 🤗 HF M facebook/maskformer-swin-tiny-ade Image Segmentation ·41.8M params 2.2K 5 🤗 HF S pamixsun/segformer_for_optic_disc_cup_segmentation Image Segmentation ·47.2M params 2.2K 6 🤗 HF M facebook/mask2former-swin-small-coco-panoptic Image Segmentation ·68.8M params 2.0K 1 🤗 HF U openmmlab/upernet-swin-base Image Segmentation ·121.9M params 2.0K 2 🤗 HF S nvidia/segformer-b3-finetuned-cityscapes-1024-1024 Image Segmentation 2.0K 4 🤗 HF R stevenbucaille/rf-detr-seg-medium Image Segmentation ·35.7M params 1.9K 🤗 HF S blackbeedrones/sae-2026-hang-all-yolo26n-seg-v2-960 Image Segmentation 1.7K 🤗 HF M huyvux3005/manga109-segmentation-bubble Image Segmentation 1.7K 13 🤗 HF S qualcomm/Segment-Anything-Model Image Segmentation 1.7K 27 🤗 HF M onnx-community/mediapipe_selfie_segmentation Image Segmentation 1.6K 5 🤗 HF M facebook/mask2former-swin-small-cityscapes-semantic Image Segmentation ·68.8M params 1.6K 2 🤗 HF D apple/deeplabv3-mobilevit-xx-small Image Segmentation 1.5K 12 🤗 HF M mfaytin/mask2former-satellite Image Segmentation ·107.4M params 1.5K 5 🤗 HF B microsoft/beit-large-finetuned-ade-640-640 Image Segmentation ·502.8M params 1.5K 15 🤗 HF Y keremberke/yolov8m-building-segmentation Image Segmentation 1.5K 10 🤗 HF D Intel/dpt-large-ade Image Segmentation 1.5K 13 🤗 HF S nvidia/segformer-b4-finetuned-cityscapes-1024-1024 Image Segmentation 1.5K 7 🤗 HF B ZhengPeng7/BiRefNet-HRSOD Image Segmentation ·220.7M params 1.4K 2 🤗 HF M facebook/mask2former-swin-base-coco-instance Image Segmentation ·107.4M params 1.4K 4 🤗 HF E tue-mps/eomt-dinov3-coco-instance-large-640 Image Segmentation ·315.0M params 1.3K 🤗 HF S Xenova/segformer-b2-finetuned-ade-512-512 Image Segmentation 1.3K 🤗 HF B ZhengPeng7/BiRefNet_lite-2K Image Segmentation ·44.4M params 1.3K 8 🤗 HF S facebook/sapiens2-matting-1b Image Segmentation ·1.5B params 1.3K 5 🤗 HF M facebook/maskformer-swin-large-coco Image Segmentation ·212.1M params 1.3K 28 🤗 HF S facebook/sapiens-seg-1b-torchscript Image Segmentation 1.3K 5 🤗 HF M facebook/maskformer-swin-base-coco Image Segmentation ·102.3M params 1.3K 26 🤗 HF R michaelyuanqwq/roboengine-sam Image Segmentation ·898.4M params 1.2K 2 🤗 HF S matei-dorian/segformer-b5-finetuned-human-parsing Image Segmentation ·84.6M params 1.2K 26 🤗 HF S facebook/sapiens-seg-0.3b-torchscript Image Segmentation 1.1K 🤗 HF E tue-mps/eomt-dinov3-coco-panoptic-large-640 Image Segmentation ·315.0M params 1.1K 🤗 HF S facebook/sapiens-seg-0.6b-torchscript Image Segmentation 1.1K 🤗 HF B ZhengPeng7/BiRefNet_dynamic-matting Image Segmentation ·220.7M params 1.1K 1 🤗 HF T restor/tcd-segformer-mit-b5 Image Segmentation ·84.6M params 1.1K 🤗 HF T lorebianchi98/Talk2DINOv3-ViTL Image Segmentation 1.0K 🤗 HF B ZhengPeng7/BiRefNet_lite-matting Image Segmentation ·44.4M params 1.0K 1 🤗 HF S nvidia/segformer-b0-finetuned-cityscapes-640-1280 Image Segmentation 1.0K 🤗 HF M wanglab/MedSAM2 Image Segmentation 1.0K 43 🤗 HF

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