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StereoNet

Depth Estimation
PyTorch
android
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v0.56.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.56.0 for changelog.

Files changed (2) hide show
  1. README.md +31 -30
  2. release_assets.json +6 -6
README.md CHANGED
@@ -27,9 +27,9 @@ 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 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/stereonet/releases/v0.55.0/stereonet-onnx-float.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/stereonet/releases/v0.55.0/stereonet-qnn_dlc-float.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/stereonet/releases/v0.55.0/stereonet-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[StereoNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/stereonet)**.
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@@ -58,33 +58,34 @@ See our repository for [StereoNet on GitHub](https://github.com/qualcomm/ai-hub-
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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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- | StereoNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 195.313 ms | 6 - 1354 MB | NPU
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- | StereoNet | ONNX | float | Snapdragon® X Elite | 331.391 ms | 158 - 158 MB | NPU
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- | StereoNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 263.072 ms | 6 - 1988 MB | NPU
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- | StereoNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 333.649 ms | 0 - 47 MB | NPU
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- | StereoNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 218.716 ms | 2 - 1320 MB | NPU
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- | StereoNet | ONNX | float | Qualcomm® QCS9075 | 512.566 ms | 3 - 48 MB | NPU
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- | StereoNet | ONNX | float | Qualcomm® QCS8750 | 218.716 ms | 2 - 1320 MB | NPU
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- | StereoNet | ONNX | float | Qualcomm® QCS7181 | 331.391 ms | 158 - 158 MB | NPU
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- | StereoNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 187.861 ms | 5 - 3264 MB | NPU
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- | StereoNet | QNN_DLC | float | Snapdragon® X2 Elite | 191.232 ms | 3 - 3 MB | NPU
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- | StereoNet | QNN_DLC | float | Snapdragon® X Elite | 366.32 ms | 3 - 3 MB | NPU
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- | StereoNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 286.471 ms | 3 - 4454 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® QCS8275 | 1293.694 ms | 1 - 3259 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 395.849 ms | 3 - 6 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® SA8775P | 462.094 ms | 1 - 3260 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® SA8650P | 462.094 ms | 1 - 3260 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® SA8255P | 462.094 ms | 1 - 3260 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® SA7255P | 1293.694 ms | 1 - 3259 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® SA8295P | 516.099 ms | 1 - 3367 MB | NPU
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- | StereoNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 236.109 ms | 0 - 3244 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® QCS9075 | 512.015 ms | 3 - 9 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® QCS8750 | 236.109 ms | 0 - 3244 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® QCS7181 | 366.32 ms | 3 - 3 MB | NPU
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- | StereoNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 277.345 ms | 72 - 3821 MB | NPU
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- | StereoNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 274.556 ms | 74 - 3773 MB | NPU
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- | StereoNet | TFLITE | float | Qualcomm® QCS9075 | 663.435 ms | 72 - 202 MB | NPU
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- | StereoNet | TFLITE | float | Qualcomm® QCS8750 | 274.556 ms | 74 - 3773 MB | NPU
 
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  ## License
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  * The license for the original implementation of StereoNet 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 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/stereonet/releases/v0.56.0/stereonet-onnx-float.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/stereonet/releases/v0.56.0/stereonet-qnn_dlc-float.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/stereonet/releases/v0.56.0/stereonet-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[StereoNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/stereonet)**.
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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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+ | StereoNet | ONNX | float | Snapdragon® X2 Elite | 206.031 ms | 211 - 211 MB | NPU
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+ | StereoNet | ONNX | float | Snapdragon® X Elite | 379.645 ms | 148 - 148 MB | NPU
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+ | StereoNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 299.865 ms | 6 - 4386 MB | NPU
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+ | StereoNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 385.442 ms | 0 - 49 MB | NPU
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+ | StereoNet | ONNX | float | Snapdragon® 8 Elite Mobile | 250.085 ms | 3 - 3239 MB | NPU
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+ | StereoNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 198.913 ms | 3 - 3295 MB | NPU
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+ | StereoNet | ONNX | float | Qualcomm® QCS9075 | 530.939 ms | 3 - 48 MB | NPU
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+ | StereoNet | ONNX | float | Qualcomm® QCS8750 | 250.085 ms | 3 - 3239 MB | NPU
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+ | StereoNet | ONNX | float | Qualcomm® QCS7181 | 379.645 ms | 148 - 148 MB | NPU
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+ | StereoNet | QNN_DLC | float | Snapdragon® X2 Elite | 193.151 ms | 3 - 3 MB | NPU
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+ | StereoNet | QNN_DLC | float | Snapdragon® X Elite | 366.078 ms | 3 - 3 MB | NPU
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+ | StereoNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 285.954 ms | 3 - 4452 MB | NPU
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+ | StereoNet | QNN_DLC | float | Qualcomm® QCS8275 | 1294.103 ms | 3 - 3262 MB | NPU
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+ | StereoNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 444.187 ms | 3 - 7 MB | NPU
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+ | StereoNet | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 238.254 ms | 0 - 3240 MB | NPU
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+ | StereoNet | QNN_DLC | float | Qualcomm® SA8295P | 515.727 ms | 0 - 3366 MB | NPU
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+ | StereoNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 186.378 ms | 3 - 3303 MB | NPU
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+ | StereoNet | QNN_DLC | float | Qualcomm® QCS9075 | 511.428 ms | 5 - 11 MB | NPU
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+ | StereoNet | QNN_DLC | float | Qualcomm® SA7255P | 1294.103 ms | 3 - 3262 MB | NPU
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+ | StereoNet | QNN_DLC | float | Qualcomm® QCS8750 | 238.254 ms | 0 - 3240 MB | NPU
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+ | StereoNet | QNN_DLC | float | Qualcomm® QCS7181 | 366.078 ms | 3 - 3 MB | NPU
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+ | StereoNet | TFLITE | float | Qualcomm® SA8775P | 5701.173 ms | 2 - 33 MB | CPU
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+ | StereoNet | TFLITE | float | Qualcomm® SA8650P | 5701.173 ms | 2 - 33 MB | CPU
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+ | StereoNet | TFLITE | float | Qualcomm® SA8255P | 5701.173 ms | 2 - 33 MB | CPU
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+ | StereoNet | TFLITE | float | Snapdragon® 8 Elite Mobile | 280.229 ms | 74 - 3775 MB | NPU
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+ | StereoNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 275.317 ms | 73 - 3857 MB | NPU
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+ | StereoNet | TFLITE | float | Qualcomm® QCS9075 | 661.282 ms | 72 - 202 MB | NPU
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+ | StereoNet | TFLITE | float | Qualcomm® QCS8750 | 280.229 ms | 74 - 3775 MB | NPU
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  ## License
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  * The license for the original implementation of StereoNet can be found
release_assets.json CHANGED
@@ -1,27 +1,27 @@
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  {
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- "version": "0.55.0",
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  "precisions": {
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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": "1.4.3"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/stereonet/releases/v0.55.0/stereonet-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/stereonet/releases/v0.55.0/stereonet-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": "1.25.0"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/stereonet/releases/v0.55.0/stereonet-onnx-float.zip"
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  }
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  }
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  }
 
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  {
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+ "version": "0.56.0",
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  "precisions": {
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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": "1.4.4"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/stereonet/releases/v0.56.0/stereonet-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/stereonet/releases/v0.56.0/stereonet-qnn_dlc-float.zip"
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  },
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  "onnx": {
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  "tool_versions": {
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+ "qairt": "2.45.0.260326154327",
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  "onnx_runtime": "1.25.0"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/stereonet/releases/v0.56.0/stereonet-onnx-float.zip"
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  }
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  }
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  }