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StereoNet

Depth Estimation
PyTorch
android
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v0.51.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.51.0 for changelog.

Files changed (2) hide show
  1. README.md +24 -32
  2. release_assets.json +29 -1
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 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/stereonet/releases/v0.50.2/stereonet-onnx-float.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/stereonet/releases/v0.50.2/stereonet-qnn_dlc-float.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/stereonet/releases/v0.50.2/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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@@ -58,35 +58,27 @@ 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 | 184.723 ms | 6 - 1359 MB | NPU
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- | StereoNet | ONNX | float | Snapdragon® X2 Elite | 366.346 ms | 20 - 20 MB | NPU
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- | StereoNet | ONNX | float | Snapdragon® X Elite | 331.059 ms | 19 - 19 MB | NPU
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- | StereoNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 261.303 ms | 6 - 1981 MB | NPU
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- | StereoNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 392.531 ms | 0 - 25 MB | NPU
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- | StereoNet | ONNX | float | Qualcomm® QCS9075 | 513.376 ms | 3 - 6 MB | NPU
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- | StereoNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 218.871 ms | 3 - 1320 MB | NPU
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- | StereoNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 173.6 ms | 3 - 1358 MB | NPU
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- | StereoNet | QNN_DLC | float | Snapdragon® X2 Elite | 162.354 ms | 3 - 3 MB | NPU
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- | StereoNet | QNN_DLC | float | Snapdragon® X Elite | 313.62 ms | 3 - 3 MB | NPU
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- | StereoNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 247.929 ms | 3 - 1976 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 1207.787 ms | 1 - 1349 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 374.062 ms | 3 - 6 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® SA8775P | 404.265 ms | 1 - 1348 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® QCS9075 | 491.28 ms | 3 - 9 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 725.806 ms | 3 - 2152 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® SA7255P | 1207.787 ms | 1 - 1349 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® SA8295P | 474.346 ms | 0 - 1499 MB | NPU
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- | StereoNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 203.368 ms | 3 - 1334 MB | NPU
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- | StereoNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 238.584 ms | 72 - 1691 MB | NPU
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- | StereoNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 309.589 ms | 72 - 2206 MB | NPU
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- | StereoNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 1322.818 ms | 74 - 1629 MB | NPU
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- | StereoNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 442.285 ms | 74 - 78 MB | NPU
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- | StereoNet | TFLITE | float | Qualcomm® SA8775P | 528.953 ms | 74 - 1629 MB | NPU
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- | StereoNet | TFLITE | float | Qualcomm® QCS9075 | 639.633 ms | 72 - 177 MB | NPU
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- | StereoNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 758.738 ms | 75 - 2482 MB | NPU
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- | StereoNet | TFLITE | float | Qualcomm® SA7255P | 1322.818 ms | 74 - 1629 MB | NPU
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- | StereoNet | TFLITE | float | Qualcomm® SA8295P | 562.268 ms | 74 - 1726 MB | NPU
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- | StereoNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 256.504 ms | 52 - 1639 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 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/stereonet/releases/v0.51.0/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/v0.51.0/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/v0.51.0/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® 8 Elite Gen 5 Mobile | 196.394 ms | 6 - 1359 MB | NPU
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+ | StereoNet | ONNX | float | Snapdragon® X2 Elite | 180.442 ms | 20 - 20 MB | NPU
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+ | StereoNet | ONNX | float | Snapdragon® X Elite | 330.195 ms | 19 - 19 MB | NPU
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+ | StereoNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 261.045 ms | 6 - 1978 MB | NPU
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+ | StereoNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 353.067 ms | 0 - 24 MB | NPU
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+ | StereoNet | ONNX | float | Qualcomm® QCS9075 | 513.168 ms | 3 - 6 MB | NPU
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+ | StereoNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 219.781 ms | 3 - 1324 MB | NPU
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+ | StereoNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 188.608 ms | 3 - 3263 MB | NPU
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+ | StereoNet | QNN_DLC | float | Snapdragon® X2 Elite | 194.982 ms | 3 - 3 MB | NPU
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+ | StereoNet | QNN_DLC | float | Snapdragon® X Elite | 362.226 ms | 3 - 3 MB | NPU
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+ | StereoNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 310.814 ms | 3 - 4452 MB | NPU
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+ | StereoNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 1293.97 ms | 1 - 3260 MB | NPU
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+ | StereoNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 433.689 ms | 3 - 1112 MB | NPU
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+ | StereoNet | QNN_DLC | float | Qualcomm® SA8775P | 461.879 ms | 0 - 3260 MB | NPU
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+ | StereoNet | QNN_DLC | float | Qualcomm® QCS9075 | 510.602 ms | 3 - 9 MB | NPU
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+ | StereoNet | QNN_DLC | float | Qualcomm® SA7255P | 1293.97 ms | 1 - 3260 MB | NPU
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+ | StereoNet | QNN_DLC | float | Qualcomm® SA8295P | 515.878 ms | 0 - 3366 MB | NPU
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+ | StereoNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 237.626 ms | 2 - 3245 MB | NPU
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+ | StereoNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 257.68 ms | 72 - 3823 MB | NPU
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+ | StereoNet | TFLITE | float | Qualcomm® QCS9075 | 661.686 ms | 72 - 202 MB | NPU
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+ | StereoNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 277.134 ms | 73 - 3773 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 +1,29 @@
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- {"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/stereonet/releases/v0.50.2/stereonet-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/stereonet/releases/v0.50.2/stereonet-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/stereonet/releases/v0.50.2/stereonet-tflite-float.zip"}}}}}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "version": "0.51.0",
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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": "1.4.2"
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+ },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/stereonet/releases/v0.51.0/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/v0.51.0/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": "1.24.3"
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+ },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/stereonet/releases/v0.51.0/stereonet-onnx-float.zip"
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+ }
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+ }
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+ }
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+ }
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+ }