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Sponsored by
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mlboydaisuke / Depth-Anything-3-Small-CoreML
Model's Last Updated: August 15 2026
depth-estimation
Introduction of Depth-Anything-3-Small-CoreML
Model Details of Depth-Anything-3-Small-CoreML
Depth Anything 3 Small (504×504) — Core ML
ByteDance-Seed, ICLR 2026 oral
Relative monocular depth from a single image. DA3 Main Series, Small (0.08B params, DINOv2 ViT-S/14 + DualDPT head). First public Core ML conversion of Depth Anything 3.
Core ML conversion of
ByteDance-Seed/Depth-Anything-3
for on-device inference on iPhone, iPad and Mac. Converted with
coremltools
; the packages are stateless, so all sequencing and buffering lives in your Swift code.
| Task | depth estimation |
| Upstream | ByteDance-Seed/Depth-Anything-3 |
| Packages | 1 |
| Download size | 44 MB |
| Minimum iOS | 17.0 |
| Peak RAM | ~300 MB |
Files
| File | Size | Compute units | SHA-256 |
|---|---|---|---|
DepthAnythingV3_small_504.mlpackage.zip
|
44 MB |
all
|
c10f8afa01fdc1d2…
|
| Total | 44 MB |
compute_units
is not a suggestion -- it is the configuration the conversion was verified against. Moving a package to a different compute unit can silently change the numerics (FP16 attention overflow) or crash on the GPU.
Download
hf download mlboydaisuke/coreml-zoo --include "depth_anything_v3/*" --local-dir ./depth_anything_v3_small_504
unzip './depth_anything_v3_small_504/depth_anything_v3/*.zip' -d ./depth_anything_v3_small_504
Use in Swift
import CoreML
let config = MLModelConfiguration()
config.computeUnits = .all // as converted — see the table above
// Unzip the .mlpackage, drop it into your Xcode target and Xcode compiles it
// at build time:
let model = try DepthAnythingV3_small_504(configuration: config)
// ...or compile a downloaded .mlpackage at runtime:
let compiled = try await MLModel.compileModel(at: mlpackageURL)
let model = try MLModel(contentsOf: compiled, configuration: config)
Demo
- Models Zoo — this model is downloadable and runnable inside the Models Zoo app on the App Store, no build required.
Conversion
-
Script:
convert_depth_anything_v3.py -
Pitfalls hit during conversion (FP16 overflow, ANE buffer limits, stride handling):
docs/coreml_conversion_notes.md - Model index: CoreML-Models
License
The conversion inherits the upstream license: Apache-2.0 .
Credits
- Upstream authors: ByteDance-Seed/Depth-Anything-3 , 2025
- Core ML conversion: john-rocky (Daisuke Majima)
Runs of mlboydaisuke Depth-Anything-3-Small-CoreML on huggingface.co
47
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More Information About Depth-Anything-3-Small-CoreML huggingface.co Model
Url of Depth-Anything-3-Small-CoreML
Depth-Anything-3-Small-CoreML huggingface.co Url
Provider of Depth-Anything-3-Small-CoreML huggingface.co
Other API from mlboydaisuke
Updated:September 26 2026
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