Skip to content

All on-device models

Image segmentation models for iPhone and Mac (Core ML & MLX)

17 models for this task are tagged Core ML or MLX on Hugging Face, or come from Apple: 16 Core ML, 0 MLX and 1 other Apple models. The table lists the most downloaded in the last 30 days.

Last updated 2026-11-02 (UTC).

Showing 17 of 17.

ModelSizeDownloads (30 days)
apple/coreml-detr-semantic-segmentationCore ML—780
apple/deeplabv3-mobilevit-xx-smallCore ML—604
apple/deeplabv3-mobilevit-smallCore ML—247
SpotLab/MobileViT_DeepLabv3Core ML—143
twistlabs/fotometis-skyCore ML—137
a-ml/yolo26-faceCore ML—111
phyloforfun/lm3_leaf_segmenter__yolo26x_seg_1024Core ML—110
mlboydaisuke/Face-Parsing-CoreMLCore ML—101
apple/deeplabv3-mobilevit-x-smallCore ML—90
VincentGOURBIN/RMBG-2-CoreMLCore MLfrom briaai/RMBG-2.0—75
factlogic/athar-segmentation-v4Core ML—54
apple/mobilevitv2-1.0-voc-deeplabv3Apple, other format—40
YanNoun/OpenSfMCore ML—31
small-models-for-glam/kraken-blla-baseCore ML—23
Matthijs/deeplabv3_mobilenet_v2_1.0_513Core ML—19
phyloforfun/lm3_specimen_segmenter__yolo26x_seg_1280Core ML—19
melmass/skyseg-coremlCore MLfrom JianyuanWang/skyseg—18

Reading the table

  • Downloads are Hugging Face's count for the last 30 days, not all time. Hugging Face counts requests for a model's main file, so one install can count more than once.
  • Size is the total of the repo's current files on Hugging Face, in the sizes it shows (1 GB = 1,000 MB). Some repos hold several variants of a model, so it can be larger than the one download you need; a dash means it has not been measured yet.
  • Trending is Hugging Face's own score for recent attention. "from" under a name is the model it was made from.
  • Parameters is the parameter count in the model files. A count marked * comes from the model's name (such as 27B) instead: the files gave none, or a much smaller one, as packed low-bit files can.
  • Quantization is read from the model's tags and name, not checked against the files.

Before you use one

The list comes from Hugging Face's public API and is updated daily. We don't test each model. Check the license and read the model card before you ship one in an app: some licenses limit commercial use, and "other" means the terms are on the model card. Models whose names or tags point at adult or safety-removed content are left out, and so are gated models that need a Hugging Face sign-in to download.

Other tasks

Image segmentation models for iPhone and Mac (Core ML & MLX)