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3D-Deep-BOX

Object Detection
PyTorch
real_time
android
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v0.63.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.63.0 for changelog.

Files changed (2) hide show
  1. README.md +144 -154
  2. release_assets.json +11 -11
README.md CHANGED
@@ -15,7 +15,7 @@ pipeline_tag: object-detection
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  3D Deep Box is a machine learning model that predicts 3D bounding boxes and classes of objects in an image.
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  This is based on the implementation of 3D-Deep-BOX found [here](https://github.com/skhadem/3D-BoundingBox/).
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- This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/deepbox) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
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  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
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@@ -28,25 +28,25 @@ 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 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deepbox/releases/v0.62.2/deepbox-onnx-float.zip)
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- | ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deepbox/releases/v0.62.2/deepbox-onnx-w8a16.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/deepbox/releases/v0.62.2/deepbox-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deepbox/releases/v0.62.2/deepbox-qnn_dlc-w8a16.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/deepbox/releases/v0.62.2/deepbox-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[3D-Deep-BOX on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/deepbox)**.
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  ### Option 2: Export with Custom Configurations
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- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/deepbox) Python library to compile and export the model with your own:
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  - Custom weights (e.g., fine-tuned checkpoints)
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  - Custom input shapes
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  - Target device and runtime configurations
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  This option is ideal if you need to customize the model beyond the default configuration provided here.
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- See our repository for [3D-Deep-BOX on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.62.2/src/qai_hub_models/models/deepbox) for usage instructions.
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  ## Model Details
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@@ -66,164 +66,154 @@ See our repository for [3D-Deep-BOX on GitHub](https://github.com/qualcomm/ai-hu
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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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- | vgg_3d_detection | ONNX | float | Snapdragon® X2 Elite | 2.604 ms | 1 - 1 MB | NPU
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- | vgg_3d_detection | ONNX | float | Snapdragon® X Elite | 4.875 ms | 88 - 88 MB | NPU
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- | vgg_3d_detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 3.764 ms | 0 - 276 MB | NPU
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- | vgg_3d_detection | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 9.595 ms | 1 - 208 MB | NPU
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- | vgg_3d_detection | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 10.021 ms | 0 - 4 MB | NPU
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- | vgg_3d_detection | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.916 ms | 0 - 97 MB | NPU
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- | vgg_3d_detection | ONNX | float | Qualcomm® QCS8450 | 9.595 ms | 1 - 208 MB | NPU
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- | vgg_3d_detection | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 8.86 ms | 0 - 4 MB | NPU
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- | vgg_3d_detection | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.875 ms | 88 - 88 MB | NPU
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- | vgg_3d_detection | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 3.014 ms | 0 - 196 MB | NPU
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- | vgg_3d_detection | ONNX | float | Snapdragon® 8 Elite Mobile | 3.014 ms | 0 - 196 MB | NPU
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- | vgg_3d_detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.471 ms | 0 - 200 MB | NPU
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- | vgg_3d_detection | ONNX | w8a16 | Snapdragon® X2 Elite | 1.638 ms | 1 - 1 MB | NPU
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- | vgg_3d_detection | ONNX | w8a16 | Snapdragon® X Elite | 2.716 ms | 45 - 45 MB | NPU
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- | vgg_3d_detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.078 ms | 0 - 97 MB | NPU
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- | vgg_3d_detection | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 3.511 ms | 0 - 97 MB | NPU
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- | vgg_3d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 349.282 ms | 0 - 3 MB | NPU
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- | vgg_3d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 3.305 ms | 0 - 4 MB | NPU
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- | vgg_3d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.699 ms | 0 - 50 MB | NPU
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- | vgg_3d_detection | ONNX | w8a16 | Qualcomm® QCS8450 | 3.511 ms | 0 - 97 MB | NPU
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- | vgg_3d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 2.793 ms | 0 - 3 MB | NPU
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- | vgg_3d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 2.716 ms | 45 - 45 MB | NPU
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- | vgg_3d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 1891.966 ms | 0 - 200 MB | NPU
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- | vgg_3d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 5.174 ms | 0 - 197 MB | NPU
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- | vgg_3d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 1.701 ms | 0 - 56 MB | NPU
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- | vgg_3d_detection | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 1.701 ms | 0 - 56 MB | NPU
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- | vgg_3d_detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.406 ms | 0 - 57 MB | NPU
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- | vgg_3d_detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 5.174 ms | 0 - 197 MB | NPU
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- | vgg_3d_detection | QNN_DLC | float | Snapdragon® X2 Elite | 2.785 ms | 1 - 1 MB | NPU
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- | vgg_3d_detection | QNN_DLC | float | Snapdragon® X Elite | 5.331 ms | 1 - 1 MB | NPU
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- | vgg_3d_detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.911 ms | 0 - 275 MB | NPU
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- | vgg_3d_detection | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 9.991 ms | 0 - 207 MB | NPU
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- | vgg_3d_detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 10.181 ms | 1 - 4 MB | NPU
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- | vgg_3d_detection | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.145 ms | 1 - 2 MB | NPU
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- | vgg_3d_detection | QNN_DLC | float | Qualcomm® SA8775P | 9.26 ms | 1 - 200 MB | NPU
 
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  | vgg_3d_detection | QNN_DLC | float | Qualcomm® SA8650P | 9.26 ms | 1 - 200 MB | NPU
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  | vgg_3d_detection | QNN_DLC | float | Qualcomm® SA8255P | 9.26 ms | 1 - 200 MB | NPU
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- | vgg_3d_detection | QNN_DLC | float | Qualcomm® QCS8450 | 9.991 ms | 0 - 207 MB | NPU
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- | vgg_3d_detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 9.037 ms | 1 - 3 MB | NPU
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- | vgg_3d_detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 5.331 ms | 1 - 1 MB | NPU
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- | vgg_3d_detection | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 3.107 ms | 0 - 199 MB | NPU
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- | vgg_3d_detection | QNN_DLC | float | Qualcomm® SA7255P | 33.451 ms | 1 - 198 MB | NPU
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- | vgg_3d_detection | QNN_DLC | float | Qualcomm® SA8295P | 10.557 ms | 1 - 195 MB | NPU
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- | vgg_3d_detection | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 3.107 ms | 0 - 199 MB | NPU
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- | vgg_3d_detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.517 ms | 1 - 202 MB | NPU
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- | vgg_3d_detection | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.768 ms | 0 - 0 MB | NPU
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- | vgg_3d_detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 2.896 ms | 0 - 0 MB | NPU
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- | vgg_3d_detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.106 ms | 0 - 96 MB | NPU
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- | vgg_3d_detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 3.5 ms | 0 - 96 MB | NPU
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- | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 348.992 ms | 2 - 4 MB | NPU
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- | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 3.283 ms | 0 - 3 MB | NPU
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- | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.73 ms | 0 - 140 MB | NPU
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- | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 2.959 ms | 0 - 57 MB | NPU
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  | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® SA8650P | 2.959 ms | 0 - 57 MB | NPU
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  | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® SA8255P | 2.959 ms | 0 - 57 MB | NPU
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- | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 3.5 ms | 0 - 96 MB | NPU
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- | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 2.821 ms | 2 - 4 MB | NPU
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- | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 2.896 ms | 0 - 0 MB | NPU
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- | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 5.054 ms | 0 - 191 MB | NPU
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- | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 1.702 ms | 0 - 52 MB | NPU
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- | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 9.608 ms | 0 - 54 MB | NPU
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- | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® SA8295P | 5.276 ms | 0 - 51 MB | NPU
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- | vgg_3d_detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 1.702 ms | 0 - 52 MB | NPU
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- | vgg_3d_detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.417 ms | 0 - 56 MB | NPU
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- | vgg_3d_detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 5.054 ms | 0 - 191 MB | NPU
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- | vgg_3d_detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 3.888 ms | 0 - 319 MB | NPU
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- | vgg_3d_detection | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 10.005 ms | 0 - 250 MB | NPU
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- | vgg_3d_detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 10.167 ms | 0 - 91 MB | NPU
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- | vgg_3d_detection | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.132 ms | 0 - 3 MB | NPU
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- | vgg_3d_detection | TFLITE | float | Qualcomm® SA8775P | 9.262 ms | 0 - 200 MB | NPU
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  | vgg_3d_detection | TFLITE | float | Qualcomm® SA8650P | 9.262 ms | 0 - 200 MB | NPU
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  | vgg_3d_detection | TFLITE | float | Qualcomm® SA8255P | 9.262 ms | 0 - 200 MB | NPU
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- | vgg_3d_detection | TFLITE | float | Qualcomm® QCS8450 | 10.005 ms | 0 - 250 MB | NPU
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- | vgg_3d_detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 9.047 ms | 0 - 91 MB | NPU
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- | vgg_3d_detection | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 3.11 ms | 0 - 202 MB | NPU
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- | vgg_3d_detection | TFLITE | float | Qualcomm® SA7255P | 33.462 ms | 0 - 199 MB | NPU
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- | vgg_3d_detection | TFLITE | float | Qualcomm® SA8295P | 10.58 ms | 0 - 193 MB | NPU
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- | vgg_3d_detection | TFLITE | float | Snapdragon® 8 Elite Mobile | 3.11 ms | 0 - 202 MB | NPU
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- | vgg_3d_detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.515 ms | 0 - 203 MB | NPU
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- | yolo_2d_detection | ONNX | float | Snapdragon® X2 Elite | 10.36 ms | 2 - 2 MB | NPU
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- | yolo_2d_detection | ONNX | float | Snapdragon® X Elite | 18.887 ms | 200 - 200 MB | NPU
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- | yolo_2d_detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 14.818 ms | 0 - 233 MB | NPU
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- | yolo_2d_detection | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 38.495 ms | 2 - 264 MB | NPU
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- | yolo_2d_detection | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 35.397 ms | 2 - 7 MB | NPU
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- | yolo_2d_detection | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 18.618 ms | 0 - 225 MB | NPU
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- | yolo_2d_detection | ONNX | float | Qualcomm® QCS8450 | 38.495 ms | 2 - 264 MB | NPU
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- | yolo_2d_detection | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 31.048 ms | 2 - 6 MB | NPU
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- | yolo_2d_detection | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 18.887 ms | 200 - 200 MB | NPU
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- | yolo_2d_detection | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 11.638 ms | 2 - 194 MB | NPU
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- | yolo_2d_detection | ONNX | float | Snapdragon® 8 Elite Mobile | 11.638 ms | 2 - 194 MB | NPU
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- | yolo_2d_detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.539 ms | 0 - 197 MB | NPU
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- | yolo_2d_detection | ONNX | w8a16 | Snapdragon® X2 Elite | 5.769 ms | 2 - 2 MB | NPU
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- | yolo_2d_detection | ONNX | w8a16 | Snapdragon® X Elite | 12.131 ms | 100 - 100 MB | NPU
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- | yolo_2d_detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 8.11 ms | 0 - 430 MB | NPU
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- | yolo_2d_detection | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 19.164 ms | 0 - 404 MB | NPU
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- | yolo_2d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 58.157 ms | 0 - 4 MB | NPU
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- | yolo_2d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 11.794 ms | 1 - 5 MB | NPU
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- | yolo_2d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.792 ms | 1 - 4 MB | NPU
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- | yolo_2d_detection | ONNX | w8a16 | Qualcomm® QCS8450 | 19.164 ms | 0 - 404 MB | NPU
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- | yolo_2d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 10.738 ms | 0 - 4 MB | NPU
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- | yolo_2d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 12.131 ms | 100 - 100 MB | NPU
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- | yolo_2d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 198.347 ms | 1 - 388 MB | NPU
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- | yolo_2d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 20.108 ms | 1 - 362 MB | NPU
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- | yolo_2d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 6.527 ms | 1 - 236 MB | NPU
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- | yolo_2d_detection | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 6.527 ms | 1 - 236 MB | NPU
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- | yolo_2d_detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 4.546 ms | 0 - 247 MB | NPU
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- | yolo_2d_detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 20.108 ms | 1 - 362 MB | NPU
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- | yolo_2d_detection | QNN_DLC | float | Snapdragon® X2 Elite | 10.451 ms | 2 - 2 MB | NPU
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- | yolo_2d_detection | QNN_DLC | float | Snapdragon® X Elite | 18.012 ms | 2 - 2 MB | NPU
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- | yolo_2d_detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 13.745 ms | 1 - 227 MB | NPU
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- | yolo_2d_detection | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 38.556 ms | 0 - 243 MB | NPU
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- | yolo_2d_detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 34.172 ms | 2 - 6 MB | NPU
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- | yolo_2d_detection | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 17.479 ms | 2 - 4 MB | NPU
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- | yolo_2d_detection | QNN_DLC | float | Qualcomm® SA8775P | 28.67 ms | 2 - 189 MB | NPU
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  | yolo_2d_detection | QNN_DLC | float | Qualcomm® SA8650P | 28.67 ms | 2 - 189 MB | NPU
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  | yolo_2d_detection | QNN_DLC | float | Qualcomm® SA8255P | 28.67 ms | 2 - 189 MB | NPU
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- | yolo_2d_detection | QNN_DLC | float | Qualcomm® QCS8450 | 38.556 ms | 0 - 243 MB | NPU
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- | yolo_2d_detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 28.791 ms | 2 - 6 MB | NPU
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- | yolo_2d_detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 18.012 ms | 2 - 2 MB | NPU
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- | yolo_2d_detection | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 10.862 ms | 2 - 189 MB | NPU
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- | yolo_2d_detection | QNN_DLC | float | Qualcomm® SA7255P | 118.0 ms | 2 - 187 MB | NPU
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- | yolo_2d_detection | QNN_DLC | float | Qualcomm® SA8295P | 32.985 ms | 2 - 209 MB | NPU
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- | yolo_2d_detection | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 10.862 ms | 2 - 189 MB | NPU
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- | yolo_2d_detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.247 ms | 2 - 194 MB | NPU
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- | yolo_2d_detection | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 6.056 ms | 1 - 1 MB | NPU
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- | yolo_2d_detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 12.304 ms | 1 - 1 MB | NPU
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- | yolo_2d_detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 7.928 ms | 0 - 416 MB | NPU
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- | yolo_2d_detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 18.316 ms | 1 - 390 MB | NPU
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- | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 56.703 ms | 1 - 4 MB | NPU
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- | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 11.653 ms | 1 - 4 MB | NPU
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- | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.528 ms | 1 - 2 MB | NPU
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- | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 10.717 ms | 1 - 231 MB | NPU
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  | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® SA8650P | 10.717 ms | 1 - 231 MB | NPU
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  | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® SA8255P | 10.717 ms | 1 - 231 MB | NPU
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- | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 18.316 ms | 1 - 390 MB | NPU
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- | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 10.43 ms | 1 - 4 MB | NPU
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- | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 12.304 ms | 1 - 1 MB | NPU
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- | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 20.247 ms | 1 - 353 MB | NPU
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- | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 6.461 ms | 1 - 225 MB | NPU
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- | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 35.671 ms | 1 - 230 MB | NPU
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- | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® SA8295P | 18.77 ms | 1 - 230 MB | NPU
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- | yolo_2d_detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 6.461 ms | 1 - 225 MB | NPU
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- | yolo_2d_detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 4.398 ms | 1 - 237 MB | NPU
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- | yolo_2d_detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 20.247 ms | 1 - 353 MB | NPU
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- | yolo_2d_detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 13.368 ms | 0 - 416 MB | NPU
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- | yolo_2d_detection | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 38.8 ms | 0 - 434 MB | NPU
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- | yolo_2d_detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 33.816 ms | 0 - 205 MB | NPU
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- | yolo_2d_detection | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 16.653 ms | 0 - 3 MB | NPU
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- | yolo_2d_detection | TFLITE | float | Qualcomm® SA8775P | 28.501 ms | 0 - 196 MB | NPU
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  | yolo_2d_detection | TFLITE | float | Qualcomm® SA8650P | 28.501 ms | 0 - 196 MB | NPU
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  | yolo_2d_detection | TFLITE | float | Qualcomm® SA8255P | 28.501 ms | 0 - 196 MB | NPU
220
- | yolo_2d_detection | TFLITE | float | Qualcomm® QCS8450 | 38.8 ms | 0 - 434 MB | NPU
221
- | yolo_2d_detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 28.751 ms | 0 - 204 MB | NPU
222
- | yolo_2d_detection | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 10.809 ms | 0 - 197 MB | NPU
223
- | yolo_2d_detection | TFLITE | float | Qualcomm® SA7255P | 117.517 ms | 0 - 195 MB | NPU
224
- | yolo_2d_detection | TFLITE | float | Qualcomm® SA8295P | 32.215 ms | 0 - 212 MB | NPU
225
- | yolo_2d_detection | TFLITE | float | Snapdragon® 8 Elite Mobile | 10.809 ms | 0 - 197 MB | NPU
226
- | yolo_2d_detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.237 ms | 0 - 202 MB | NPU
227
 
228
  ## License
229
  * The license for the original implementation of 3D-Deep-BOX can be found
 
15
  3D Deep Box is a machine learning model that predicts 3D bounding boxes and classes of objects in an image.
16
 
17
  This is based on the implementation of 3D-Deep-BOX found [here](https://github.com/skhadem/3D-BoundingBox/).
18
+ This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/deepbox) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
21
 
 
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
+ | ONNX | float | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deepbox/releases/v0.63.0/deepbox-onnx-float.zip)
32
+ | ONNX | w8a16 | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deepbox/releases/v0.63.0/deepbox-onnx-w8a16.zip)
33
+ | QNN_DLC | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deepbox/releases/v0.63.0/deepbox-qnn_dlc-float.zip)
34
+ | QNN_DLC | w8a16 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deepbox/releases/v0.63.0/deepbox-qnn_dlc-w8a16.zip)
35
+ | TFLITE | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deepbox/releases/v0.63.0/deepbox-tflite-float.zip)
36
 
37
  For more device-specific assets and performance metrics, visit **[3D-Deep-BOX on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/deepbox)**.
38
 
39
 
40
  ### Option 2: Export with Custom Configurations
41
 
42
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/deepbox) Python library to compile and export the model with your own:
43
  - Custom weights (e.g., fine-tuned checkpoints)
44
  - Custom input shapes
45
  - Target device and runtime configurations
46
 
47
  This option is ideal if you need to customize the model beyond the default configuration provided here.
48
 
49
+ See our repository for [3D-Deep-BOX on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.63.0/src/qai_hub_models/models/deepbox) for usage instructions.
50
 
51
  ## Model Details
52
 
 
66
  ## Performance Summary
67
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
68
  |---|---|---|---|---|---|---
69
+ | vgg_3d_detection | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.533 ms | 0 - 198 MB | NPU
70
+ | vgg_3d_detection | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.12 ms | 0 - 196 MB | NPU
71
+ | vgg_3d_detection | ONNX | float | Snapdragon® X2 Elite | 2.603 ms | 2 - 2 MB | NPU
72
+ | vgg_3d_detection | ONNX | float | Snapdragon® X Elite | 4.834 ms | 89 - 89 MB | NPU
73
+ | vgg_3d_detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 3.679 ms | 0 - 274 MB | NPU
74
+ | vgg_3d_detection | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 8.442 ms | 0 - 204 MB | NPU
75
+ | vgg_3d_detection | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 9.95 ms | 0 - 5 MB | NPU
76
+ | vgg_3d_detection | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.838 ms | 0 - 102 MB | NPU
77
+ | vgg_3d_detection | ONNX | float | Qualcomm® QCS8450 | 8.442 ms | 0 - 204 MB | NPU
78
+ | vgg_3d_detection | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 8.769 ms | 0 - 4 MB | NPU
79
+ | vgg_3d_detection | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.834 ms | 89 - 89 MB | NPU
80
+ | vgg_3d_detection | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 3.12 ms | 0 - 196 MB | NPU
81
+ | vgg_3d_detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.38 ms | 0 - 61 MB | NPU
82
+ | vgg_3d_detection | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.691 ms | 0 - 61 MB | NPU
83
+ | vgg_3d_detection | ONNX | w8a16 | Snapdragon® X2 Elite | 1.65 ms | 1 - 1 MB | NPU
84
+ | vgg_3d_detection | ONNX | w8a16 | Snapdragon® X Elite | 2.727 ms | 45 - 45 MB | NPU
85
+ | vgg_3d_detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.076 ms | 0 - 104 MB | NPU
86
+ | vgg_3d_detection | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 3.236 ms | 0 - 103 MB | NPU
87
+ | vgg_3d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 1126.48 ms | 0 - 4 MB | NPU
88
+ | vgg_3d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 3.298 ms | 0 - 5 MB | NPU
89
+ | vgg_3d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.712 ms | 0 - 59 MB | NPU
90
+ | vgg_3d_detection | ONNX | w8a16 | Qualcomm® QCS8450 | 3.236 ms | 0 - 103 MB | NPU
91
+ | vgg_3d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 2.825 ms | 0 - 4 MB | NPU
92
+ | vgg_3d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 2.727 ms | 45 - 45 MB | NPU
93
+ | vgg_3d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 1363.446 ms | 1 - 198 MB | NPU
94
+ | vgg_3d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 5.225 ms | 0 - 193 MB | NPU
95
+ | vgg_3d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 1.691 ms | 0 - 61 MB | NPU
96
+ | vgg_3d_detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 5.225 ms | 0 - 193 MB | NPU
97
+ | vgg_3d_detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.526 ms | 1 - 200 MB | NPU
98
+ | vgg_3d_detection | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.104 ms | 0 - 196 MB | NPU
99
+ | vgg_3d_detection | QNN_DLC | float | Snapdragon® X2 Elite | 2.775 ms | 1 - 1 MB | NPU
100
+ | vgg_3d_detection | QNN_DLC | float | Snapdragon® X Elite | 5.174 ms | 1 - 1 MB | NPU
101
+ | vgg_3d_detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.925 ms | 0 - 271 MB | NPU
102
+ | vgg_3d_detection | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 8.655 ms | 0 - 204 MB | NPU
103
+ | vgg_3d_detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 10.135 ms | 1 - 4 MB | NPU
104
+ | vgg_3d_detection | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.025 ms | 1 - 2 MB | NPU
105
  | vgg_3d_detection | QNN_DLC | float | Qualcomm® SA8650P | 9.26 ms | 1 - 200 MB | NPU
106
  | vgg_3d_detection | QNN_DLC | float | Qualcomm® SA8255P | 9.26 ms | 1 - 200 MB | NPU
107
+ | vgg_3d_detection | QNN_DLC | float | Qualcomm® QCS8450 | 8.655 ms | 0 - 204 MB | NPU
108
+ | vgg_3d_detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 9.007 ms | 1 - 3 MB | NPU
109
+ | vgg_3d_detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 5.174 ms | 1 - 1 MB | NPU
110
+ | vgg_3d_detection | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 3.104 ms | 0 - 196 MB | NPU
111
+ | vgg_3d_detection | QNN_DLC | float | Qualcomm® SA8295P | 10.279 ms | 1 - 189 MB | NPU
112
+ | vgg_3d_detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.38 ms | 0 - 58 MB | NPU
113
+ | vgg_3d_detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.682 ms | 0 - 57 MB | NPU
114
+ | vgg_3d_detection | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 1.755 ms | 0 - 0 MB | NPU
115
+ | vgg_3d_detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 2.89 ms | 0 - 0 MB | NPU
116
+ | vgg_3d_detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.104 ms | 0 - 96 MB | NPU
117
+ | vgg_3d_detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 3.594 ms | 0 - 102 MB | NPU
118
+ | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 1106.678 ms | 2 - 5 MB | NPU
119
+ | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 3.266 ms | 0 - 3 MB | NPU
120
+ | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.701 ms | 0 - 2 MB | NPU
 
 
121
  | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® SA8650P | 2.959 ms | 0 - 57 MB | NPU
122
  | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® SA8255P | 2.959 ms | 0 - 57 MB | NPU
123
+ | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 3.594 ms | 0 - 102 MB | NPU
124
+ | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 2.807 ms | 0 - 3 MB | NPU
125
+ | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 2.89 ms | 0 - 0 MB | NPU
126
+ | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 1984.808 ms | 1 - 196 MB | NPU
127
+ | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 5.023 ms | 0 - 193 MB | NPU
128
+ | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 1.682 ms | 0 - 57 MB | NPU
129
+ | vgg_3d_detection | QNN_DLC | w8a16 | Qualcomm® SA8295P | 5.155 ms | 0 - 55 MB | NPU
130
+ | vgg_3d_detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 5.023 ms | 0 - 193 MB | NPU
131
+ | vgg_3d_detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 2.553 ms | 0 - 200 MB | NPU
132
+ | vgg_3d_detection | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.19 ms | 0 - 199 MB | NPU
133
+ | vgg_3d_detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 3.795 ms | 0 - 314 MB | NPU
134
+ | vgg_3d_detection | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 8.66 ms | 0 - 248 MB | NPU
135
+ | vgg_3d_detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 10.144 ms | 0 - 92 MB | NPU
136
+ | vgg_3d_detection | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.06 ms | 1 - 3 MB | NPU
 
137
  | vgg_3d_detection | TFLITE | float | Qualcomm® SA8650P | 9.262 ms | 0 - 200 MB | NPU
138
  | vgg_3d_detection | TFLITE | float | Qualcomm® SA8255P | 9.262 ms | 0 - 200 MB | NPU
139
+ | vgg_3d_detection | TFLITE | float | Qualcomm® QCS8450 | 8.66 ms | 0 - 248 MB | NPU
140
+ | vgg_3d_detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 8.967 ms | 0 - 91 MB | NPU
141
+ | vgg_3d_detection | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 3.19 ms | 0 - 199 MB | NPU
142
+ | vgg_3d_detection | TFLITE | float | Qualcomm® SA8295P | 10.306 ms | 0 - 191 MB | NPU
143
+ | yolo_2d_detection | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 7.776 ms | 0 - 193 MB | NPU
144
+ | yolo_2d_detection | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 11.337 ms | 2 - 189 MB | NPU
145
+ | yolo_2d_detection | ONNX | float | Snapdragon® X2 Elite | 9.987 ms | 2 - 2 MB | NPU
146
+ | yolo_2d_detection | ONNX | float | Snapdragon® X Elite | 18.752 ms | 199 - 199 MB | NPU
147
+ | yolo_2d_detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 14.019 ms | 0 - 227 MB | NPU
148
+ | yolo_2d_detection | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 33.794 ms | 2 - 255 MB | NPU
149
+ | yolo_2d_detection | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 34.85 ms | 2 - 8 MB | NPU
150
+ | yolo_2d_detection | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 18.602 ms | 0 - 2 MB | NPU
151
+ | yolo_2d_detection | ONNX | float | Qualcomm® QCS8450 | 33.794 ms | 2 - 255 MB | NPU
152
+ | yolo_2d_detection | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 29.407 ms | 2 - 7 MB | NPU
153
+ | yolo_2d_detection | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 18.752 ms | 199 - 199 MB | NPU
154
+ | yolo_2d_detection | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 11.337 ms | 2 - 189 MB | NPU
155
+ | yolo_2d_detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 4.475 ms | 1 - 241 MB | NPU
156
+ | yolo_2d_detection | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 6.386 ms | 1 - 231 MB | NPU
157
+ | yolo_2d_detection | ONNX | w8a16 | Snapdragon® X2 Elite | 5.724 ms | 2 - 2 MB | NPU
158
+ | yolo_2d_detection | ONNX | w8a16 | Snapdragon® X Elite | 11.977 ms | 101 - 101 MB | NPU
159
+ | yolo_2d_detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 7.835 ms | 0 - 426 MB | NPU
160
+ | yolo_2d_detection | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 15.223 ms | 1 - 401 MB | NPU
161
+ | yolo_2d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 52.894 ms | 0 - 5 MB | NPU
162
+ | yolo_2d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 11.47 ms | 1 - 6 MB | NPU
163
+ | yolo_2d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.423 ms | 0 - 114 MB | NPU
164
+ | yolo_2d_detection | ONNX | w8a16 | Qualcomm® QCS8450 | 15.223 ms | 1 - 401 MB | NPU
165
+ | yolo_2d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 10.439 ms | 0 - 4 MB | NPU
166
+ | yolo_2d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 11.977 ms | 101 - 101 MB | NPU
167
+ | yolo_2d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 221.523 ms | 0 - 378 MB | NPU
168
+ | yolo_2d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 19.207 ms | 3 - 353 MB | NPU
169
+ | yolo_2d_detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 6.386 ms | 1 - 231 MB | NPU
170
+ | yolo_2d_detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 19.207 ms | 3 - 353 MB | NPU
171
+ | yolo_2d_detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 8.011 ms | 2 - 186 MB | NPU
172
+ | yolo_2d_detection | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 11.299 ms | 2 - 182 MB | NPU
173
+ | yolo_2d_detection | QNN_DLC | float | Snapdragon® X2 Elite | 10.437 ms | 2 - 2 MB | NPU
174
+ | yolo_2d_detection | QNN_DLC | float | Snapdragon® X Elite | 18.635 ms | 2 - 2 MB | NPU
175
+ | yolo_2d_detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 14.022 ms | 1 - 219 MB | NPU
176
+ | yolo_2d_detection | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 32.274 ms | 0 - 238 MB | NPU
177
+ | yolo_2d_detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 34.367 ms | 2 - 7 MB | NPU
178
+ | yolo_2d_detection | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 18.263 ms | 2 - 4 MB | NPU
 
 
179
  | yolo_2d_detection | QNN_DLC | float | Qualcomm® SA8650P | 28.67 ms | 2 - 189 MB | NPU
180
  | yolo_2d_detection | QNN_DLC | float | Qualcomm® SA8255P | 28.67 ms | 2 - 189 MB | NPU
181
+ | yolo_2d_detection | QNN_DLC | float | Qualcomm® QCS8450 | 32.274 ms | 0 - 238 MB | NPU
182
+ | yolo_2d_detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 29.783 ms | 4 - 8 MB | NPU
183
+ | yolo_2d_detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 18.635 ms | 2 - 2 MB | NPU
184
+ | yolo_2d_detection | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 11.299 ms | 2 - 182 MB | NPU
185
+ | yolo_2d_detection | QNN_DLC | float | Qualcomm® SA8295P | 31.859 ms | 2 - 202 MB | NPU
186
+ | yolo_2d_detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 4.461 ms | 1 - 224 MB | NPU
187
+ | yolo_2d_detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 6.392 ms | 1 - 218 MB | NPU
188
+ | yolo_2d_detection | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 6.094 ms | 1 - 1 MB | NPU
189
+ | yolo_2d_detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 12.208 ms | 1 - 1 MB | NPU
190
+ | yolo_2d_detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 7.791 ms | 1 - 414 MB | NPU
191
+ | yolo_2d_detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 15.496 ms | 1 - 386 MB | NPU
192
+ | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 52.266 ms | 1 - 4 MB | NPU
193
+ | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 11.481 ms | 1 - 5 MB | NPU
194
+ | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.4 ms | 1 - 3 MB | NPU
 
 
195
  | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® SA8650P | 10.717 ms | 1 - 231 MB | NPU
196
  | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® SA8255P | 10.717 ms | 1 - 231 MB | NPU
197
+ | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 15.496 ms | 1 - 386 MB | NPU
198
+ | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 10.426 ms | 1 - 4 MB | NPU
199
+ | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 12.208 ms | 1 - 1 MB | NPU
200
+ | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 206.527 ms | 1 - 367 MB | NPU
201
+ | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 18.893 ms | 1 - 341 MB | NPU
202
+ | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 6.392 ms | 1 - 218 MB | NPU
203
+ | yolo_2d_detection | QNN_DLC | w8a16 | Qualcomm® SA8295P | 18.296 ms | 0 - 218 MB | NPU
204
+ | yolo_2d_detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 18.893 ms | 1 - 341 MB | NPU
205
+ | yolo_2d_detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 8.146 ms | 0 - 199 MB | NPU
206
+ | yolo_2d_detection | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 11.211 ms | 0 - 191 MB | NPU
207
+ | yolo_2d_detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 13.94 ms | 0 - 412 MB | NPU
208
+ | yolo_2d_detection | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 32.463 ms | 0 - 426 MB | NPU
209
+ | yolo_2d_detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 34.579 ms | 0 - 205 MB | NPU
210
+ | yolo_2d_detection | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 18.224 ms | 0 - 3 MB | NPU
 
211
  | yolo_2d_detection | TFLITE | float | Qualcomm® SA8650P | 28.501 ms | 0 - 196 MB | NPU
212
  | yolo_2d_detection | TFLITE | float | Qualcomm® SA8255P | 28.501 ms | 0 - 196 MB | NPU
213
+ | yolo_2d_detection | TFLITE | float | Qualcomm® QCS8450 | 32.463 ms | 0 - 426 MB | NPU
214
+ | yolo_2d_detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 29.611 ms | 0 - 204 MB | NPU
215
+ | yolo_2d_detection | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 11.211 ms | 0 - 191 MB | NPU
216
+ | yolo_2d_detection | TFLITE | float | Qualcomm® SA8295P | 31.564 ms | 0 - 206 MB | NPU
 
 
 
217
 
218
  ## License
219
  * The license for the original implementation of 3D-Deep-BOX can be found
release_assets.json CHANGED
@@ -1,26 +1,26 @@
1
  {
2
- "version": "0.62.2",
3
  "precisions": {
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  "float": {
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  "universal_assets": {
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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": "1.27.1"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deepbox/releases/v0.62.2/deepbox-onnx-float.zip"
12
  },
13
  "qnn_dlc": {
14
  "tool_versions": {
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- "qairt": "2.45.0.260326154327"
16
  },
17
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deepbox/releases/v0.62.2/deepbox-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
21
- "qairt": "2.45.0.260326154327"
22
  },
23
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deepbox/releases/v0.62.2/deepbox-tflite-float.zip"
24
  }
25
  }
26
  },
@@ -28,16 +28,16 @@
28
  "universal_assets": {
29
  "onnx": {
30
  "tool_versions": {
31
- "qairt": "2.45.0.260326154327",
32
  "onnx_runtime": "1.27.1"
33
  },
34
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deepbox/releases/v0.62.2/deepbox-onnx-w8a16.zip"
35
  },
36
  "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/deepbox/releases/v0.62.2/deepbox-qnn_dlc-w8a16.zip"
41
  }
42
  }
43
  }
 
1
  {
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+ "version": "0.63.0",
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  "precisions": {
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  "float": {
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  "universal_assets": {
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  "onnx": {
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+ "qairt": "2.50.0.260828221209",
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deepbox/releases/v0.63.0/deepbox-onnx-float.zip"
12
  },
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  "qnn_dlc": {
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  "tool_versions": {
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+ "qairt": "2.50.0.260828221209"
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deepbox/releases/v0.63.0/deepbox-qnn_dlc-float.zip"
18
  },
19
  "tflite": {
20
  "tool_versions": {
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+ "qairt": "2.50.0.260828221209"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deepbox/releases/v0.63.0/deepbox-tflite-float.zip"
24
  }
25
  }
26
  },
 
28
  "universal_assets": {
29
  "onnx": {
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  "tool_versions": {
31
+ "qairt": "2.50.0.260828221209",
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  "onnx_runtime": "1.27.1"
33
  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deepbox/releases/v0.63.0/deepbox-onnx-w8a16.zip"
35
  },
36
  "qnn_dlc": {
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  "tool_versions": {
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+ "qairt": "2.50.0.260828221209"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/deepbox/releases/v0.63.0/deepbox-qnn_dlc-w8a16.zip"
41
  }
42
  }
43
  }