v0.51.0
Browse filesSee https://github.com/qualcomm/ai-hub-models/releases/v0.51.0 for changelog.
- README.md +59 -57
- release_assets.json +46 -1
README.md
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| Runtime | Precision | Chipset | SDK Versions | Download |
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| ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_tiny/releases/v0.
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| ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_tiny/releases/v0.
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| QNN_DLC | float | Universal | QAIRT 2.
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| QNN_DLC | w8a16 | Universal | QAIRT 2.
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| TFLITE | float | Universal | QAIRT 2.
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For more device-specific assets and performance metrics, visit **[ConvNext-Tiny on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/convnext_tiny)**.
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## Performance Summary
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| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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|---|---|---|---|---|---|---
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| ConvNext-Tiny | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.
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| ConvNext-Tiny | ONNX | float | Snapdragon® X2 Elite | 1.
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| ConvNext-Tiny | ONNX | float | Snapdragon® X Elite | 2.
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| ConvNext-Tiny | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.
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| ConvNext-Tiny | ONNX | float | Qualcomm® QCS8550 (Proxy) | 2.
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| ConvNext-Tiny | ONNX | float | Qualcomm® QCS9075 | 3.
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| ConvNext-Tiny | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.
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| ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.
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| ConvNext-Tiny | ONNX | w8a16 | Snapdragon® X2 Elite | 1.
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| ConvNext-Tiny | ONNX | w8a16 | Snapdragon® X Elite | 2.
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| ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.
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| ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCS6490 |
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| ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 2.
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| ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCS9075 | 2.
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| ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCM6690 | 208.
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| ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.
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| ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile |
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| ConvNext-Tiny | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.
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| ConvNext-Tiny | QNN_DLC | float | Snapdragon® X2 Elite | 2.
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| ConvNext-Tiny | QNN_DLC | float | Snapdragon® X Elite | 3.
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| ConvNext-Tiny | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.
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| ConvNext-Tiny | QNN_DLC | float | Qualcomm®
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| ConvNext-Tiny | QNN_DLC | float | Qualcomm®
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| ConvNext-Tiny | QNN_DLC | float | Qualcomm®
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| ConvNext-Tiny | QNN_DLC | float | Qualcomm®
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| ConvNext-Tiny | QNN_DLC | float | Qualcomm®
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| ConvNext-Tiny | QNN_DLC | float |
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| ConvNext-Tiny | QNN_DLC |
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| ConvNext-Tiny | QNN_DLC |
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| ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon®
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| ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon®
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| ConvNext-Tiny | QNN_DLC | w8a16 |
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| ConvNext-Tiny | QNN_DLC | w8a16 |
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| ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm®
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| ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm®
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| ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm®
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| ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm®
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| ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm®
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| ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm®
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| ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm®
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| ConvNext-Tiny | QNN_DLC | w8a16 |
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| ConvNext-Tiny | QNN_DLC | w8a16 |
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| ConvNext-Tiny |
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| ConvNext-Tiny |
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| ConvNext-Tiny | TFLITE | float |
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| ConvNext-Tiny | TFLITE | float |
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| ConvNext-Tiny | TFLITE | float | Qualcomm®
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| ConvNext-Tiny | TFLITE | float | Qualcomm®
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| ConvNext-Tiny | TFLITE | float | Qualcomm®
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| ConvNext-Tiny | TFLITE | float | Qualcomm®
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| ConvNext-Tiny | TFLITE | float | Qualcomm®
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| ConvNext-Tiny | TFLITE | float |
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## License
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* The license for the original implementation of ConvNext-Tiny can be found
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| Runtime | Precision | Chipset | SDK Versions | Download |
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|---|---|---|---|---|
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| ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_tiny/releases/v0.51.0/convnext_tiny-onnx-float.zip)
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| ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_tiny/releases/v0.51.0/convnext_tiny-onnx-w8a16.zip)
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| QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_tiny/releases/v0.51.0/convnext_tiny-qnn_dlc-float.zip)
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| QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_tiny/releases/v0.51.0/convnext_tiny-qnn_dlc-w8a16.zip)
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| TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_tiny/releases/v0.51.0/convnext_tiny-tflite-float.zip)
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For more device-specific assets and performance metrics, visit **[ConvNext-Tiny on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/convnext_tiny)**.
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## Performance Summary
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| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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|---|---|---|---|---|---|---
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| ConvNext-Tiny | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.281 ms | 0 - 127 MB | NPU
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| ConvNext-Tiny | ONNX | float | Snapdragon® X2 Elite | 1.349 ms | 57 - 57 MB | NPU
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| ConvNext-Tiny | ONNX | float | Snapdragon® X Elite | 2.9 ms | 56 - 56 MB | NPU
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| ConvNext-Tiny | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.038 ms | 0 - 171 MB | NPU
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| ConvNext-Tiny | ONNX | float | Qualcomm® QCS8550 (Proxy) | 2.735 ms | 1 - 5 MB | NPU
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| ConvNext-Tiny | ONNX | float | Qualcomm® QCS9075 | 3.942 ms | 0 - 4 MB | NPU
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| ConvNext-Tiny | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.555 ms | 0 - 127 MB | NPU
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| ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.098 ms | 0 - 115 MB | NPU
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| ConvNext-Tiny | ONNX | w8a16 | Snapdragon® X2 Elite | 1.202 ms | 29 - 29 MB | NPU
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| ConvNext-Tiny | ONNX | w8a16 | Snapdragon® X Elite | 2.835 ms | 29 - 29 MB | NPU
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| ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.795 ms | 0 - 141 MB | NPU
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| ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCS6490 | 408.527 ms | 50 - 64 MB | CPU
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| ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 2.562 ms | 0 - 35 MB | NPU
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| ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCS9075 | 2.669 ms | 0 - 3 MB | NPU
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| ConvNext-Tiny | ONNX | w8a16 | Qualcomm® QCM6690 | 208.906 ms | 60 - 73 MB | CPU
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| ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.377 ms | 0 - 110 MB | NPU
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| ConvNext-Tiny | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 199.714 ms | 57 - 72 MB | CPU
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| ConvNext-Tiny | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.604 ms | 1 - 79 MB | NPU
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| ConvNext-Tiny | QNN_DLC | float | Snapdragon® X2 Elite | 2.008 ms | 1 - 1 MB | NPU
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| ConvNext-Tiny | QNN_DLC | float | Snapdragon® X Elite | 3.944 ms | 1 - 1 MB | NPU
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| ConvNext-Tiny | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.65 ms | 0 - 127 MB | NPU
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| ConvNext-Tiny | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 15.285 ms | 1 - 76 MB | NPU
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| ConvNext-Tiny | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 3.651 ms | 1 - 2 MB | NPU
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| ConvNext-Tiny | QNN_DLC | float | Qualcomm® SA8775P | 5.072 ms | 1 - 76 MB | NPU
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| ConvNext-Tiny | QNN_DLC | float | Qualcomm® QCS9075 | 4.855 ms | 1 - 3 MB | NPU
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| ConvNext-Tiny | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 9.687 ms | 0 - 128 MB | NPU
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| ConvNext-Tiny | QNN_DLC | float | Qualcomm® SA7255P | 15.285 ms | 1 - 76 MB | NPU
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| ConvNext-Tiny | QNN_DLC | float | Qualcomm® SA8295P | 8.938 ms | 1 - 78 MB | NPU
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| ConvNext-Tiny | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.026 ms | 1 - 77 MB | NPU
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| ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.276 ms | 0 - 101 MB | NPU
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| ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.589 ms | 0 - 0 MB | NPU
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| ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® X Elite | 3.35 ms | 0 - 0 MB | NPU
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| ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.181 ms | 0 - 122 MB | NPU
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| ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 9.054 ms | 2 - 4 MB | NPU
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| ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 6.835 ms | 0 - 96 MB | NPU
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| ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 3.108 ms | 0 - 2 MB | NPU
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| ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® SA8775P | 3.522 ms | 0 - 97 MB | NPU
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| ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 3.327 ms | 2 - 4 MB | NPU
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| ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 22.296 ms | 0 - 249 MB | NPU
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| ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 4.225 ms | 0 - 121 MB | NPU
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| ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® SA7255P | 6.835 ms | 0 - 96 MB | NPU
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| ConvNext-Tiny | QNN_DLC | w8a16 | Qualcomm® SA8295P | 4.737 ms | 0 - 93 MB | NPU
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| ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.589 ms | 0 - 99 MB | NPU
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| ConvNext-Tiny | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.41 ms | 0 - 110 MB | NPU
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| ConvNext-Tiny | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.309 ms | 0 - 77 MB | NPU
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| ConvNext-Tiny | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.145 ms | 0 - 127 MB | NPU
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| ConvNext-Tiny | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 14.043 ms | 0 - 73 MB | NPU
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| ConvNext-Tiny | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.837 ms | 0 - 2 MB | NPU
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| ConvNext-Tiny | TFLITE | float | Qualcomm® SA8775P | 4.253 ms | 0 - 75 MB | NPU
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| ConvNext-Tiny | TFLITE | float | Qualcomm® QCS9075 | 4.064 ms | 0 - 59 MB | NPU
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| ConvNext-Tiny | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 8.884 ms | 0 - 123 MB | NPU
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| ConvNext-Tiny | TFLITE | float | Qualcomm® SA7255P | 14.043 ms | 0 - 73 MB | NPU
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| ConvNext-Tiny | TFLITE | float | Qualcomm® SA8295P | 7.839 ms | 0 - 71 MB | NPU
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| ConvNext-Tiny | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.588 ms | 0 - 72 MB | NPU
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## License
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* The license for the original implementation of ConvNext-Tiny can be found
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release_assets.json
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{
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{
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"version": "0.51.0",
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"precisions": {
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"w8a16": {
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"universal_assets": {
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"qnn_dlc": {
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"tool_versions": {
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"qairt": "2.45.0.260326154327"
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},
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_tiny/releases/v0.51.0/convnext_tiny-qnn_dlc-w8a16.zip"
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},
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"onnx": {
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"tool_versions": {
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"qairt": "2.42.0.251225135753_193295",
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"onnx_runtime": "1.24.3"
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},
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_tiny/releases/v0.51.0/convnext_tiny-onnx-w8a16.zip"
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}
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}
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},
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"float": {
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"universal_assets": {
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"tflite": {
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"tool_versions": {
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"qairt": "2.45.0.260326154327",
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"litert": "1.4.2"
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},
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_tiny/releases/v0.51.0/convnext_tiny-tflite-float.zip"
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},
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"qnn_dlc": {
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"tool_versions": {
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"qairt": "2.45.0.260326154327"
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},
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_tiny/releases/v0.51.0/convnext_tiny-qnn_dlc-float.zip"
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},
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"onnx": {
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"tool_versions": {
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"qairt": "2.42.0.251225135753_193295",
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"onnx_runtime": "1.24.3"
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},
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/convnext_tiny/releases/v0.51.0/convnext_tiny-onnx-float.zip"
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}
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}
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}
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}
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}
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