v0.47.0
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.47.0 for changelog.
README.md
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| Runtime | Precision | Chipset | SDK Versions | Download |
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| ONNX | float | Universal | QAIRT 2.
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For more device-specific assets and performance metrics, visit **[CVT on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/cvt)**.
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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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| CVT | ONNX | float | Snapdragon® X Elite |
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| CVT | ONNX | float | Snapdragon® 8 Gen 3 Mobile |
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| CVT | ONNX | float | Qualcomm® QCS8550 (Proxy) |
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| CVT | ONNX | float | Qualcomm® QCS9075 |
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| CVT | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile |
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| CVT |
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| CVT |
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| CVT |
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| CVT |
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| CVT | QNN_DLC | float |
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| CVT | QNN_DLC | float | Snapdragon® 8
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| CVT | QNN_DLC | float |
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| CVT | TFLITE | float | Snapdragon® 8
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| CVT | TFLITE | float |
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## License
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* The license for the original implementation of CVT can be found
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| Runtime | Precision | Chipset | SDK Versions | Download |
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| ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.47.0/cvt-onnx-float.zip)
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| ONNX | w8a16_mixed_fp16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.47.0/cvt-onnx-w8a16_mixed_fp16.zip)
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| QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.47.0/cvt-qnn_dlc-float.zip)
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| TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.47.0/cvt-tflite-float.zip)
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For more device-specific assets and performance metrics, visit **[CVT on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/cvt)**.
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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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| CVT | ONNX | float | Snapdragon® X Elite | 287.315 ms | 18 - 18 MB | NPU
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| CVT | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 227.134 ms | 8 - 2577 MB | NPU
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| CVT | ONNX | float | Qualcomm® QCS8550 (Proxy) | 336.234 ms | 0 - 26 MB | NPU
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| CVT | ONNX | float | Qualcomm® QCS9075 | 327.451 ms | 7 - 10 MB | NPU
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| CVT | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 189.979 ms | 4 - 2222 MB | NPU
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| CVT | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 173.494 ms | 8 - 2259 MB | NPU
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| CVT | ONNX | float | Snapdragon® X2 Elite | 186.137 ms | 20 - 20 MB | NPU
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| CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® X Elite | 365.903 ms | 16 - 16 MB | NPU
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| CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 303.459 ms | 15 - 1609 MB | NPU
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| CVT | ONNX | w8a16_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | 400.69 ms | 13 - 2070 MB | NPU
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| CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | 263.913 ms | 12 - 1133 MB | NPU
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| CVT | ONNX | w8a16_mixed_fp16 | Snapdragon�� 8 Elite Gen 5 Mobile | 217.984 ms | 16 - 1268 MB | NPU
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| CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® X2 Elite | 221.965 ms | 18 - 18 MB | NPU
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| CVT | QNN_DLC | float | Snapdragon® X Elite | 277.336 ms | 7 - 7 MB | NPU
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| CVT | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 224.075 ms | 4 - 2551 MB | NPU
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| CVT | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 420.883 ms | 0 - 2185 MB | NPU
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| CVT | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 334.853 ms | 8 - 10 MB | NPU
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| CVT | QNN_DLC | float | Qualcomm® SA8775P | 291.401 ms | 1 - 2187 MB | NPU
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| CVT | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 426.183 ms | 7 - 2650 MB | NPU
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| CVT | QNN_DLC | float | Qualcomm® SA7255P | 420.883 ms | 0 - 2185 MB | NPU
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| CVT | QNN_DLC | float | Qualcomm® SA8295P | 331.888 ms | 0 - 2239 MB | NPU
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| CVT | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 183.305 ms | 7 - 2172 MB | NPU
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| CVT | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 166.578 ms | 7 - 2258 MB | NPU
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| CVT | QNN_DLC | float | Snapdragon® X2 Elite | 179.712 ms | 7 - 7 MB | NPU
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| CVT | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 226.653 ms | 0 - 2563 MB | NPU
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| CVT | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 426.132 ms | 0 - 2194 MB | NPU
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| CVT | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 333.195 ms | 0 - 4 MB | NPU
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| CVT | TFLITE | float | Qualcomm® SA8775P | 931.204 ms | 0 - 2193 MB | NPU
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| CVT | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 456.96 ms | 1 - 2731 MB | NPU
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| CVT | TFLITE | float | Qualcomm® SA7255P | 426.132 ms | 0 - 2194 MB | NPU
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| CVT | TFLITE | float | Qualcomm® SA8295P | 337.862 ms | 0 - 2290 MB | NPU
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| CVT | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 188.748 ms | 0 - 2243 MB | NPU
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| CVT | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 182.012 ms | 0 - 2288 MB | NPU
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## License
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* The license for the original implementation of CVT can be found
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