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Unet-Segmentation

Image Segmentation
PyTorch
backbone
bu_auto
real_time
android
Model card Files
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 Community
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v0.52.0

Browse files

See https://github.com/qualcomm/ai-hub-models/releases/v0.52.0 for changelog.

Files changed (2) hide show
  1. README.md +33 -33
  2. release_assets.json +7 -7
README.md CHANGED
@@ -30,12 +30,12 @@ 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 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/unet_segmentation/releases/v0.51.0/unet_segmentation-onnx-float.zip)
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- | ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/unet_segmentation/releases/v0.51.0/unet_segmentation-onnx-w8a8.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/unet_segmentation/releases/v0.51.0/unet_segmentation-qnn_dlc-float.zip)
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- | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/unet_segmentation/releases/v0.51.0/unet_segmentation-qnn_dlc-w8a8.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/unet_segmentation/releases/v0.51.0/unet_segmentation-tflite-float.zip)
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- | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/unet_segmentation/releases/v0.51.0/unet_segmentation-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[Unet-Segmentation on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/unet_segmentation)**.
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@@ -83,33 +83,33 @@ See our repository for [Unet-Segmentation on GitHub](https://github.com/qualcomm
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  | Unet-Segmentation | ONNX | w8a8 | Qualcomm® QCM6690 | 4131.985 ms | 838 - 845 MB | CPU
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  | Unet-Segmentation | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 24.658 ms | 3 - 188 MB | NPU
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  | Unet-Segmentation | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 3886.044 ms | 841 - 848 MB | CPU
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- | Unet-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 64.02 ms | 9 - 352 MB | NPU
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- | Unet-Segmentation | QNN_DLC | float | Snapdragon® X2 Elite | 71.844 ms | 9 - 9 MB | NPU
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- | Unet-Segmentation | QNN_DLC | float | Snapdragon® X Elite | 132.417 ms | 9 - 9 MB | NPU
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- | Unet-Segmentation | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 102.267 ms | 9 - 523 MB | NPU
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- | Unet-Segmentation | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 953.513 ms | 0 - 323 MB | NPU
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- | Unet-Segmentation | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 136.064 ms | 10 - 12 MB | NPU
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- | Unet-Segmentation | QNN_DLC | float | Qualcomm® SA8775P | 240.417 ms | 1 - 324 MB | NPU
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- | Unet-Segmentation | QNN_DLC | float | Qualcomm® QCS9075 | 248.027 ms | 9 - 27 MB | NPU
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- | Unet-Segmentation | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 274.324 ms | 4 - 539 MB | NPU
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- | Unet-Segmentation | QNN_DLC | float | Qualcomm® SA7255P | 953.513 ms | 0 - 323 MB | NPU
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- | Unet-Segmentation | QNN_DLC | float | Qualcomm® SA8295P | 274.425 ms | 0 - 322 MB | NPU
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- | Unet-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 82.166 ms | 9 - 341 MB | NPU
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- | Unet-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 15.729 ms | 2 - 200 MB | NPU
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- | Unet-Segmentation | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 18.837 ms | 2 - 2 MB | NPU
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- | Unet-Segmentation | QNN_DLC | w8a8 | Snapdragon® X Elite | 35.624 ms | 2 - 2 MB | NPU
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- | Unet-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 26.142 ms | 2 - 321 MB | NPU
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- | Unet-Segmentation | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 267.917 ms | 2 - 8 MB | NPU
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- | Unet-Segmentation | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 121.445 ms | 2 - 181 MB | NPU
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- | Unet-Segmentation | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 34.992 ms | 2 - 4 MB | NPU
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- | Unet-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA8775P | 32.176 ms | 2 - 182 MB | NPU
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- | Unet-Segmentation | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 34.328 ms | 1 - 6 MB | NPU
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- | Unet-Segmentation | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 1216.249 ms | 2 - 522 MB | NPU
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- | Unet-Segmentation | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 54.75 ms | 2 - 319 MB | NPU
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- | Unet-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA7255P | 121.445 ms | 2 - 181 MB | NPU
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- | Unet-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA8295P | 63.759 ms | 0 - 181 MB | NPU
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- | Unet-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 21.677 ms | 2 - 189 MB | NPU
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- | Unet-Segmentation | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 78.562 ms | 2 - 269 MB | NPU
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  | Unet-Segmentation | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 66.072 ms | 6 - 350 MB | NPU
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  | Unet-Segmentation | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 102.179 ms | 6 - 578 MB | NPU
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  | Unet-Segmentation | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 953.476 ms | 1 - 324 MB | NPU
 
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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/unet_segmentation/releases/v0.52.0/unet_segmentation-onnx-float.zip)
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+ | ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/unet_segmentation/releases/v0.52.0/unet_segmentation-onnx-w8a8.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/unet_segmentation/releases/v0.52.0/unet_segmentation-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/unet_segmentation/releases/v0.52.0/unet_segmentation-qnn_dlc-w8a8.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/unet_segmentation/releases/v0.52.0/unet_segmentation-tflite-float.zip)
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+ | TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/unet_segmentation/releases/v0.52.0/unet_segmentation-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[Unet-Segmentation on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/unet_segmentation)**.
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  | Unet-Segmentation | ONNX | w8a8 | Qualcomm® QCM6690 | 4131.985 ms | 838 - 845 MB | CPU
84
  | Unet-Segmentation | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 24.658 ms | 3 - 188 MB | NPU
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  | Unet-Segmentation | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 3886.044 ms | 841 - 848 MB | CPU
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+ | Unet-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 67.315 ms | 9 - 353 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | float | Snapdragon® X2 Elite | 72.071 ms | 9 - 9 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | float | Snapdragon® X Elite | 132.418 ms | 9 - 9 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 102.983 ms | 9 - 523 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 953.309 ms | 1 - 324 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 134.128 ms | 10 - 11 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | float | Qualcomm® SA8775P | 240.366 ms | 1 - 324 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | float | Qualcomm® QCS9075 | 248.038 ms | 9 - 27 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 279.144 ms | 9 - 543 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | float | Qualcomm® SA7255P | 953.309 ms | 1 - 324 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | float | Qualcomm® SA8295P | 274.444 ms | 0 - 322 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 81.482 ms | 0 - 331 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 15.685 ms | 2 - 197 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 18.849 ms | 2 - 2 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | w8a8 | Snapdragon® X Elite | 35.682 ms | 2 - 2 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 26.203 ms | 2 - 320 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 267.959 ms | 1 - 7 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 121.478 ms | 2 - 181 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 35.048 ms | 2 - 4 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA8775P | 32.181 ms | 2 - 181 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 34.587 ms | 2 - 8 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 1170.742 ms | 2 - 523 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 53.089 ms | 2 - 319 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA7255P | 121.478 ms | 2 - 181 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | w8a8 | Qualcomm® SA8295P | 63.744 ms | 2 - 183 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 21.75 ms | 2 - 188 MB | NPU
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+ | Unet-Segmentation | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 78.972 ms | 2 - 269 MB | NPU
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  | Unet-Segmentation | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 66.072 ms | 6 - 350 MB | NPU
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  | Unet-Segmentation | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 102.179 ms | 6 - 578 MB | NPU
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  | Unet-Segmentation | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 953.476 ms | 1 - 324 MB | NPU
release_assets.json CHANGED
@@ -1,5 +1,5 @@
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  {
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- "version": "0.51.0",
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  "precisions": {
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  "w8a8": {
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  "universal_assets": {
@@ -8,20 +8,20 @@
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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/unet_segmentation/releases/v0.51.0/unet_segmentation-tflite-w8a8.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/unet_segmentation/releases/v0.51.0/unet_segmentation-qnn_dlc-w8a8.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/unet_segmentation/releases/v0.51.0/unet_segmentation-onnx-w8a8.zip"
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  }
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  }
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  },
@@ -32,20 +32,20 @@
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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/unet_segmentation/releases/v0.51.0/unet_segmentation-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/unet_segmentation/releases/v0.51.0/unet_segmentation-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/unet_segmentation/releases/v0.51.0/unet_segmentation-onnx-float.zip"
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  }
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  }
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  }
 
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  {
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+ "version": "0.52.0",
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  "precisions": {
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  "w8a8": {
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  "universal_assets": {
 
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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/unet_segmentation/releases/v0.52.0/unet_segmentation-tflite-w8a8.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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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/unet_segmentation/releases/v0.52.0/unet_segmentation-qnn_dlc-w8a8.zip"
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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/unet_segmentation/releases/v0.52.0/unet_segmentation-onnx-w8a8.zip"
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  }
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  }
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  },
 
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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/unet_segmentation/releases/v0.52.0/unet_segmentation-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/unet_segmentation/releases/v0.52.0/unet_segmentation-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/unet_segmentation/releases/v0.52.0/unet_segmentation-onnx-float.zip"
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  }
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  }
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  }