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CREStereo

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 +45 -40
  2. release_assets.json +5 -5
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 | ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/crestereo/releases/v0.55.0/crestereo-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/crestereo/releases/v0.55.0/crestereo-qnn_dlc-float.zip)
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- | TFLITE | float | Universal | | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/crestereo/releases/v0.55.0/crestereo-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[CREStereo on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/crestereo)**.
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@@ -60,43 +60,48 @@ See our repository for [CREStereo 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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- | CREStereo | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3976.252 ms | 53 - 72 MB | CPU
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- | CREStereo | ONNX | float | Snapdragon® X2 Elite | 1931.597 ms | 181 - 181 MB | CPU
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- | CREStereo | ONNX | float | Snapdragon® X Elite | 12549.903 ms | 182 - 182 MB | CPU
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- | CREStereo | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 4570.802 ms | 36 - 59 MB | CPU
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- | CREStereo | ONNX | float | Qualcomm® QCS8550 (Proxy) | 5518.426 ms | 38 - 41 MB | CPU
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- | CREStereo | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 3873.392 ms | 20 - 36 MB | CPU
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- | CREStereo | ONNX | float | Qualcomm® QCS9075 | 3845.649 ms | 71 - 73 MB | CPU
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- | CREStereo | ONNX | float | Qualcomm® QCS8750 | 3873.392 ms | 20 - 36 MB | CPU
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- | CREStereo | ONNX | float | Qualcomm® QCS7181 | 12549.903 ms | 182 - 182 MB | CPU
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- | CREStereo | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2842.539 ms | 153 - 231 MB | CPU
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- | CREStereo | QNN_DLC | float | Snapdragon® X2 Elite | 2815.762 ms | 102 - 102 MB | CPU
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- | CREStereo | QNN_DLC | float | Snapdragon® X Elite | 7447.066 ms | 105 - 105 MB | CPU
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- | CREStereo | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 4543.495 ms | 140 - 221 MB | CPU
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- | CREStereo | QNN_DLC | float | Qualcomm® QCS8275 | 11460.553 ms | 137 - 210 MB | CPU
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- | CREStereo | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 5906.09 ms | 142 - 174 MB | CPU
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- | CREStereo | QNN_DLC | float | Qualcomm® SA8775P | 7133.704 ms | 137 - 210 MB | CPU
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- | CREStereo | QNN_DLC | float | Qualcomm® SA8650P | 7133.704 ms | 137 - 210 MB | CPU
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- | CREStereo | QNN_DLC | float | Qualcomm® SA8255P | 7133.704 ms | 137 - 210 MB | CPU
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- | CREStereo | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 7079.054 ms | 150 - 232 MB | CPU
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- | CREStereo | QNN_DLC | float | Qualcomm® SA7255P | 11460.553 ms | 137 - 210 MB | CPU
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- | CREStereo | QNN_DLC | float | Qualcomm® SA8295P | 5796.889 ms | 135 - 208 MB | CPU
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- | CREStereo | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 3540.134 ms | 133 - 209 MB | CPU
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- | CREStereo | QNN_DLC | float | Qualcomm® QCS9075 | 7388.887 ms | 306 - 1204 MB | CPU
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- | CREStereo | QNN_DLC | float | Qualcomm® QCS8750 | 3540.134 ms | 133 - 209 MB | CPU
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- | CREStereo | QNN_DLC | float | Qualcomm® QCS7181 | 7447.066 ms | 105 - 105 MB | CPU
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- | CREStereo | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 4185.37 ms | 38 - 66 MB | CPU
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- | CREStereo | TFLITE | float | Qualcomm® QCS8275 | 7101.187 ms | 41 - 65 MB | CPU
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- | CREStereo | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 5167.885 ms | 40 - 52 MB | CPU
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- | CREStereo | TFLITE | float | Qualcomm® SA8775P | 5667.586 ms | 41 - 65 MB | CPU
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- | CREStereo | TFLITE | float | Qualcomm® SA8650P | 5667.586 ms | 41 - 65 MB | CPU
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- | CREStereo | TFLITE | float | Qualcomm® SA8255P | 5667.586 ms | 41 - 65 MB | CPU
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- | CREStereo | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 6975.385 ms | 41 - 71 MB | CPU
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- | CREStereo | TFLITE | float | Qualcomm® SA7255P | 7101.187 ms | 41 - 65 MB | CPU
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- | CREStereo | TFLITE | float | Qualcomm® SA8295P | 4419.139 ms | 40 - 64 MB | CPU
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- | CREStereo | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2931.315 ms | 37 - 64 MB | CPU
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- | CREStereo | TFLITE | float | Qualcomm® QCS9075 | 5684.815 ms | 40 - 359 MB | CPU
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- | CREStereo | TFLITE | float | Qualcomm® QCS8750 | 2931.315 ms | 37 - 64 MB | CPU
 
 
 
 
 
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  ## License
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  * The license for the original implementation of CREStereo can be found
 
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  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
+ | ONNX | float | Universal | ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/crestereo/releases/v0.56.0/crestereo-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/crestereo/releases/v0.56.0/crestereo-qnn_dlc-float.zip)
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+ | TFLITE | float | Universal | | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/crestereo/releases/v0.56.0/crestereo-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[CREStereo on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/crestereo)**.
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  ## Performance Summary
61
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
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+ | CREStereo | ONNX | float | Snapdragon® X2 Elite | 1705.182 ms | 184 - 184 MB | CPU
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+ | CREStereo | ONNX | float | Snapdragon® X Elite | 13237.424 ms | 182 - 182 MB | CPU
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+ | CREStereo | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 4818.812 ms | 35 - 55 MB | CPU
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+ | CREStereo | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 5936.471 ms | 62 - 88 MB | CPU
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+ | CREStereo | ONNX | float | Qualcomm® QCS8550 (Proxy) | 6053.112 ms | 38 - 42 MB | CPU
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+ | CREStereo | ONNX | float | Qualcomm® QCS8450 | 5936.471 ms | 62 - 88 MB | CPU
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+ | CREStereo | ONNX | float | Snapdragon® 8 Elite Mobile | 3866.958 ms | 9 - 25 MB | CPU
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+ | CREStereo | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3689.841 ms | 22 - 39 MB | CPU
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+ | CREStereo | ONNX | float | Qualcomm® QCS9075 | 3843.146 ms | 71 - 73 MB | CPU
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+ | CREStereo | ONNX | float | Qualcomm® QCS8750 | 3866.958 ms | 9 - 25 MB | CPU
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+ | CREStereo | ONNX | float | Qualcomm® QCS7181 | 13237.424 ms | 182 - 182 MB | CPU
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+ | CREStereo | QNN_DLC | float | Snapdragon® X2 Elite | 2763.679 ms | 106 - 106 MB | CPU
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+ | CREStereo | QNN_DLC | float | Snapdragon® X Elite | 8026.947 ms | 106 - 106 MB | CPU
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+ | CREStereo | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 4840.298 ms | 124 - 202 MB | CPU
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+ | CREStereo | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 7045.308 ms | 150 - 231 MB | CPU
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+ | CREStereo | QNN_DLC | float | Qualcomm® QCS8275 | 11552.702 ms | 136 - 208 MB | CPU
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+ | CREStereo | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 5647.429 ms | 138 - 174 MB | CPU
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+ | CREStereo | QNN_DLC | float | Qualcomm® SA8775P | 7101.249 ms | 136 - 209 MB | CPU
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+ | CREStereo | QNN_DLC | float | Qualcomm® SA8650P | 7101.249 ms | 136 - 209 MB | CPU
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+ | CREStereo | QNN_DLC | float | Qualcomm® SA8255P | 7101.249 ms | 136 - 209 MB | CPU
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+ | CREStereo | QNN_DLC | float | Qualcomm® QCS8450 | 7045.308 ms | 150 - 231 MB | CPU
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+ | CREStereo | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 3499.965 ms | 126 - 203 MB | CPU
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+ | CREStereo | QNN_DLC | float | Qualcomm® SA8295P | 5651.013 ms | 143 - 215 MB | CPU
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+ | CREStereo | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2882.637 ms | 109 - 187 MB | CPU
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+ | CREStereo | QNN_DLC | float | Qualcomm® SA7255P | 11552.702 ms | 136 - 208 MB | CPU
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+ | CREStereo | QNN_DLC | float | Qualcomm® QCS9075 | 7306.935 ms | 308 - 1207 MB | CPU
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+ | CREStereo | QNN_DLC | float | Qualcomm® QCS8750 | 3499.965 ms | 126 - 203 MB | CPU
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+ | CREStereo | QNN_DLC | float | Qualcomm® QCS7181 | 8026.947 ms | 106 - 106 MB | CPU
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+ | CREStereo | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 4466.995 ms | 39 - 65 MB | CPU
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+ | CREStereo | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 6864.416 ms | 41 - 73 MB | CPU
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+ | CREStereo | TFLITE | float | Qualcomm® QCS8275 | 7076.53 ms | 41 - 65 MB | CPU
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+ | CREStereo | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 5054.19 ms | 37 - 49 MB | CPU
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+ | CREStereo | TFLITE | float | Qualcomm® SA8775P | 5630.969 ms | 41 - 65 MB | CPU
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+ | CREStereo | TFLITE | float | Qualcomm® SA8650P | 5630.969 ms | 41 - 65 MB | CPU
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+ | CREStereo | TFLITE | float | Qualcomm® SA8255P | 5630.969 ms | 41 - 65 MB | CPU
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+ | CREStereo | TFLITE | float | Qualcomm® QCS8450 | 6864.416 ms | 41 - 73 MB | CPU
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+ | CREStereo | TFLITE | float | Snapdragon® 8 Elite Mobile | 2875.056 ms | 39 - 66 MB | CPU
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+ | CREStereo | TFLITE | float | Qualcomm® SA8295P | 3718.184 ms | 40 - 64 MB | CPU
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+ | CREStereo | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1097.651 ms | 30 - 60 MB | CPU
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+ | CREStereo | TFLITE | float | Qualcomm® SA7255P | 7076.53 ms | 41 - 65 MB | CPU
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+ | CREStereo | TFLITE | float | Qualcomm® QCS9075 | 5679.714 ms | 40 - 358 MB | CPU
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+ | CREStereo | TFLITE | float | Qualcomm® QCS8750 | 2875.056 ms | 39 - 66 MB | CPU
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  ## License
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  * The license for the original implementation of CREStereo can be found
release_assets.json CHANGED
@@ -1,25 +1,25 @@
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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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- "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/crestereo/releases/v0.55.0/crestereo-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/crestereo/releases/v0.55.0/crestereo-qnn_dlc-float.zip"
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  },
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  "onnx": {
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  "tool_versions": {
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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/crestereo/releases/v0.55.0/crestereo-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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+ "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/crestereo/releases/v0.56.0/crestereo-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/crestereo/releases/v0.56.0/crestereo-qnn_dlc-float.zip"
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  },
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  "onnx": {
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  "tool_versions": {
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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/crestereo/releases/v0.56.0/crestereo-onnx-float.zip"
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  }
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  }
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  }