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README.md
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<small> Depth Anything overview. Taken from the <a href="https://arxiv.org/abs/2401.10891">original paper</a>.</small>
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## Download
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Install `huggingface-hub`
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<small> Depth Anything overview. Taken from the <a href="https://arxiv.org/abs/2401.10891">original paper</a>.</small>
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## Evaluation - Variants
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| Variant | Parameters | Size (MB) | Weight precision | Act. precision | abs-rel error | abs-rel reference |
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| ------------------------------------------------------- | ---------: | --------: | ---------------- | -------------- | ------------: | ----------------: |
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| base-original (PyTorch) | 97.5M | 390 | Float32 | Float32 | | |
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| small-original (PyTorch) | 24.8M | 99.2 | Float32 | Float32 | 0.1589 | base-original |
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| [base-float32](depth-anything-base-float32.mlpackage) | 97.5M | 194.6 | Float32 | Float32 | 0.0056 | base-original |
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| [base-float16](depth-anything-base-float16.mlpackage) | 97.5M | 194.6 | Float16 | Float16 | 0.0061 | base-original |
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| [small-float32](depth-anything-small-float32.mlpackage) | 24.8M | 99.0 | Float32 | Float32 | 0.0073 | small-original |
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| [small-float16](depth-anything-small-float16.mlpackage) | 24.8M | 45.8 | Float16 | Float16 | 0.0077 | small-original |
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## Evaluation - Inference time
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The following results use the small-float16 variant.
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| Device | OS | Inference time (ms) | Dominant compute unit |
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| -------------------- | ---- | ------------------: | --------------------- |
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| iPhone 14 | 17.5 | 160.59 | Neural Engine |
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| iPhone 14 Pro Max | 17.5 | 119.33 | Neural Engine |
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| iPhone 15 | 17.0 | 99.42 | Neural Engine |
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| iPhone 15 Pro Max | 17.4 | 116.1 | Neural Engine |
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| MacBook Pro (M1 Max) | 14.5 | 32.20 | GPU |
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## Download
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Install `huggingface-hub`
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