Run optimized image-to-image models from the Arm AI Portal on Arm-powered Android devices
Download and run the Arm-optimized MobileSAM image-segmentation model from the Arm AI Portal on an Arm-based Android phone using ExecuTorch and XNNPACK.
Download and run the Arm-optimized MobileSAM image-segmentation model from the Arm AI Portal on an Arm-based Android phone using ExecuTorch and XNNPACK.
Learn how to configure ML Extensions for Vulkan emulation and enable Neural Super Sampling (NSS) in Unreal Engine for real-time upscaling.
Learn how to capture high-quality frame datasets from Unreal Engine 5.5 gameplay for training and evaluating neural graphics models like Neural Super Sampling.
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Evaluation Conditions
Image To Image · vivo X300 · INT8 · 128×128×3 · DIV2K (val)
| Metric | Resultsvs baseline | Change | |
|---|---|---|---|
| End to end latency p50 | 218.39ms1914.94ms | −1696.55 ms | |
| End to end latency p90 | 224.09ms1926.90ms | −1702.81 ms | |
| End to end latency p99 | 235.52ms1994.82ms | −1759.29 ms | |
| Peak memory | 102.61MB225.50MB | −122.89 MB | |
| Average memory | 102.17MB221.43MB | −119.26 MB | |
| Time to first inference | 272.36ms1981.44ms | −1709.08 ms | |
| Frames per second | 4.58fps0.52fps | +4.06 fps | |
| PSNR | 26.33dB26.76dB | −0.43 dB | |
| SSIM | 0.750.78 | −0.04 |
The Optimized Model is provided as a reference implementation to demonstrate and evaluate execution and performance on Arm-based systems. It is not a production-ready or supported solution.
Arm’s publication of the Optimized Model does not constitute an endorsement or certification of the Original Model or a representation that the Optimized Model is suitable for production use or any particular purpose.
To the fullest extent permitted by applicable law (i) the Optimized Model is provided “as is.” Arm makes no representations or warranties that the Original Model, the Optimized Model or their outputs are accurate, safe, secure, non-infringing, legally compliant, suitable for production use or fit for any particular purpose; and (ii) Arm will not be liable for any loss or damage arising from or in connection with the Optimized Model, its use or its outputs.
You are responsible for independently evaluating the Optimized Model, its outputs and its suitability for your intended use, including compliance with applicable legal, regulatory, safety and security requirements.
Arm does not commit to provide ongoing support, maintenance or updates for the Optimized Model. Any use of or reliance on the Optimized Model or its outputs is at your own risk.
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| Configuration | Baseline | Arm Optimized |
|---|---|---|
| Dataset | DIV2K (val) | DIV2K (val) |
| Sample count | 100 | 100 |
| Batch size | 1 | 1 |
| Input resolution | 128x128x3 | 128x128x3 |
| Runs | 50 | 50 |
| Warmup runs | 10 | 10 |