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ResNet-Mixed-Convolution

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v0.50.2

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See https://github.com/qualcomm/ai-hub-models/releases/v0.50.2 for changelog.

Files changed (2) hide show
  1. README.md +59 -58
  2. release_assets.json +1 -1
README.md CHANGED
@@ -28,11 +28,11 @@ Below are pre-exported model assets ready for deployment.
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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 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.50.1/resnet_mixed-onnx-float.zip)
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- | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.50.1/resnet_mixed-onnx-w8a16.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/resnet_mixed/releases/v0.50.1/resnet_mixed-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.50.1/resnet_mixed-qnn_dlc-w8a16.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/resnet_mixed/releases/v0.50.1/resnet_mixed-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[ResNet-Mixed-Convolution on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet_mixed)**.
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@@ -62,59 +62,60 @@ See our repository for [ResNet-Mixed-Convolution on GitHub](https://github.com/q
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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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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.557 ms | 2 - 220 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X2 Elite | 7.104 ms | 22 - 22 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X Elite | 13.826 ms | 22 - 22 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 9.597 ms | 2 - 267 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS8550 (Proxy) | 13.313 ms | 0 - 28 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS9075 | 26.335 ms | 2 - 5 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.83 ms | 1 - 217 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 3.513 ms | 0 - 191 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X2 Elite | 4.644 ms | 12 - 12 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X Elite | 9.059 ms | 11 - 11 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.387 ms | 1 - 257 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS6490 | 1736.807 ms | 51 - 61 MB | CPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 8.506 ms | 1 - 5 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS9075 | 9.041 ms | 1 - 4 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCM6690 | 892.043 ms | 105 - 112 MB | CPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 5.231 ms | 1 - 193 MB | NPU
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- | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 872.531 ms | 112 - 119 MB | CPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.738 ms | 2 - 233 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X2 Elite | 7.615 ms | 2 - 2 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X Elite | 13.988 ms | 2 - 2 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 9.558 ms | 0 - 285 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 97.148 ms | 1 - 224 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 13.187 ms | 2 - 4 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8775P | 115.885 ms | 1 - 223 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS9075 | 27.497 ms | 2 - 6 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 27.578 ms | 0 - 244 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA7255P | 97.148 ms | 1 - 224 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8295P | 26.783 ms | 0 - 194 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.641 ms | 2 - 227 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 4.009 ms | 0 - 187 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 5.38 ms | 1 - 1 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X Elite | 9.832 ms | 1 - 1 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.636 ms | 1 - 257 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 37.476 ms | 1 - 4 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 29.739 ms | 1 - 190 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 9.17 ms | 1 - 185 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8775P | 9.399 ms | 1 - 191 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 10.395 ms | 3 - 6 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 184.761 ms | 1 - 208 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 14.18 ms | 1 - 256 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA7255P | 29.739 ms | 1 - 190 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8295P | 16.314 ms | 1 - 192 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 5.265 ms | 1 - 187 MB | NPU
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- | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 15.773 ms | 1 - 197 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 198.433 ms | 0 - 251 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 220.315 ms | 0 - 313 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 585.071 ms | 0 - 249 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 309.507 ms | 0 - 3 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8775P | 298.104 ms | 0 - 249 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 336.74 ms | 0 - 280 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA7255P | 585.071 ms | 0 - 249 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8295P | 362.965 ms | 0 - 232 MB | NPU
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- | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 203.914 ms | 0 - 246 MB | NPU
 
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  ## License
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  * The license for the original implementation of ResNet-Mixed-Convolution can be found
 
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  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
+ | 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/resnet_mixed/releases/v0.50.2/resnet_mixed-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/resnet_mixed/releases/v0.50.2/resnet_mixed-onnx-w8a16.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/resnet_mixed/releases/v0.50.2/resnet_mixed-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.50.2/resnet_mixed-qnn_dlc-w8a16.zip)
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+ | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.19.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.50.2/resnet_mixed-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[ResNet-Mixed-Convolution on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet_mixed)**.
38
 
 
62
  ## Performance Summary
63
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
64
  |---|---|---|---|---|---|---
65
+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.556 ms | 2 - 221 MB | NPU
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+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X2 Elite | 7.105 ms | 22 - 22 MB | NPU
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+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X Elite | 13.803 ms | 22 - 22 MB | NPU
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+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 9.613 ms | 2 - 277 MB | NPU
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+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS8550 (Proxy) | 13.166 ms | 0 - 37 MB | NPU
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+ | ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS9075 | 26.615 ms | 2 - 5 MB | NPU
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+ | ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.828 ms | 0 - 216 MB | NPU
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+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 3.512 ms | 0 - 191 MB | NPU
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+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X2 Elite | 4.643 ms | 12 - 12 MB | NPU
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+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X Elite | 9.075 ms | 11 - 11 MB | NPU
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+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.39 ms | 1 - 259 MB | NPU
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+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS6490 | 1732.048 ms | 45 - 62 MB | CPU
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+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 8.525 ms | 1 - 6 MB | NPU
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+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS9075 | 9.054 ms | 1 - 4 MB | NPU
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+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCM6690 | 895.403 ms | 106 - 112 MB | CPU
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+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 5.263 ms | 1 - 192 MB | NPU
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+ | ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 872.819 ms | 112 - 120 MB | CPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.731 ms | 1 - 232 MB | NPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X2 Elite | 7.635 ms | 2 - 2 MB | NPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X Elite | 14.008 ms | 2 - 2 MB | NPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 9.555 ms | 0 - 284 MB | NPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 97.14 ms | 0 - 222 MB | NPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 13.194 ms | 2 - 5 MB | NPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8775P | 25.079 ms | 1 - 223 MB | NPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS9075 | 28.005 ms | 2 - 6 MB | NPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 27.501 ms | 0 - 243 MB | NPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA7255P | 97.14 ms | 0 - 222 MB | NPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8295P | 26.769 ms | 0 - 193 MB | NPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.637 ms | 2 - 227 MB | NPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 4.007 ms | 1 - 189 MB | NPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 5.355 ms | 1 - 1 MB | NPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X Elite | 9.841 ms | 1 - 1 MB | NPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.625 ms | 1 - 256 MB | NPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 37.376 ms | 1 - 4 MB | NPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 29.748 ms | 1 - 190 MB | NPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 9.171 ms | 1 - 71 MB | NPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8775P | 9.398 ms | 1 - 191 MB | NPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 10.389 ms | 3 - 6 MB | NPU
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+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 180.673 ms | 1 - 209 MB | NPU
104
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 12.955 ms | 1 - 255 MB | NPU
105
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA7255P | 29.748 ms | 1 - 190 MB | NPU
106
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8295P | 16.299 ms | 1 - 192 MB | NPU
107
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 5.283 ms | 1 - 187 MB | NPU
108
+ | ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 15.776 ms | 1 - 198 MB | NPU
109
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 199.643 ms | 0 - 251 MB | NPU
110
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 217.074 ms | 0 - 312 MB | NPU
111
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 585.624 ms | 0 - 249 MB | NPU
112
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 298.884 ms | 0 - 2 MB | NPU
113
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8775P | 296.628 ms | 0 - 248 MB | NPU
114
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS9075 | 328.659 ms | 0 - 28 MB | NPU
115
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 331.006 ms | 1 - 280 MB | NPU
116
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA7255P | 585.624 ms | 0 - 249 MB | NPU
117
+ | ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8295P | 365.06 ms | 0 - 232 MB | NPU
118
+ | ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 203.6 ms | 0 - 248 MB | NPU
119
 
120
  ## License
121
  * The license for the original implementation of ResNet-Mixed-Convolution can be found
release_assets.json CHANGED
@@ -1 +1 @@
1
- {"version":"0.50.1","precisions":{"float":{"universal_assets":{"tflite":{"tool_versions":{"qairt":"2.43.0.260127150333_193827","tflite":"2.17.0"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.50.1/resnet_mixed-tflite-float.zip"},"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.50.1/resnet_mixed-qnn_dlc-float.zip"},"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.1"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.50.1/resnet_mixed-onnx-float.zip"}}},"w8a16":{"universal_assets":{"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.50.1/resnet_mixed-qnn_dlc-w8a16.zip"},"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.1"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.50.1/resnet_mixed-onnx-w8a16.zip"}}}}}
 
1
+ {"version":"0.50.2","precisions":{"float":{"universal_assets":{"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.3"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.50.2/resnet_mixed-onnx-float.zip"},"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.50.2/resnet_mixed-qnn_dlc-float.zip"},"tflite":{"tool_versions":{"qairt":"2.43.0.260127150333_193827","tflite":"2.19.1"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.50.2/resnet_mixed-tflite-float.zip"}}},"w8a16":{"universal_assets":{"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.3"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.50.2/resnet_mixed-onnx-w8a16.zip"},"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.50.2/resnet_mixed-qnn_dlc-w8a16.zip"}}}}}