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3D-Deep-BOX

Object Detection
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android
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@@ -1,6 +1,6 @@
1
  ---
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  library_name: pytorch
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- license: apache-2.0
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  tags:
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  - real_time
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  - android
@@ -26,7 +26,7 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Object detection
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  - **Model Stats:**
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  - Model checkpoint: YOLOv3-tiny
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  - Input resolution(YOLO): 224x640
@@ -36,66 +36,66 @@ More details on model performance across various devices, can be found
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  - Number of parameters(VGG): 144M
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  - Model size(VGG): 175.9 MB
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- | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | Yolo2DDetection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 22.177 ms | 0 - 138 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/Yolo2DDetection.tflite) |
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- | Yolo2DDetection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.576 ms | 0 - 21 MB | FP16 | NPU | [3D-Deep-BOX.so](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/Yolo2DDetection.so) |
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- | Yolo2DDetection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 4.974 ms | 0 - 56 MB | FP16 | NPU | [3D-Deep-BOX.onnx](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/Yolo2DDetection.onnx) |
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- | Yolo2DDetection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 16.447 ms | 0 - 60 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/Yolo2DDetection.tflite) |
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- | Yolo2DDetection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.817 ms | 0 - 23 MB | FP16 | NPU | [3D-Deep-BOX.so](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/Yolo2DDetection.so) |
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- | Yolo2DDetection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 3.401 ms | 0 - 27 MB | FP16 | NPU | [3D-Deep-BOX.onnx](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/Yolo2DDetection.onnx) |
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- | Yolo2DDetection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 17.458 ms | 0 - 32 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/Yolo2DDetection.tflite) |
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- | Yolo2DDetection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.657 ms | 2 - 19 MB | FP16 | NPU | Use Export Script |
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- | Yolo2DDetection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.22 ms | 1 - 17 MB | FP16 | NPU | [3D-Deep-BOX.onnx](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/Yolo2DDetection.onnx) |
50
- | Yolo2DDetection | SA7255P ADP | SA7255P | TFLITE | 68.127 ms | 0 - 30 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/Yolo2DDetection.tflite) |
51
- | Yolo2DDetection | SA7255P ADP | SA7255P | QNN | 34.633 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
52
- | Yolo2DDetection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 22.33 ms | 0 - 139 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/Yolo2DDetection.tflite) |
53
- | Yolo2DDetection | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.44 ms | 2 - 4 MB | FP16 | NPU | Use Export Script |
54
- | Yolo2DDetection | SA8295P ADP | SA8295P | TFLITE | 23.666 ms | 0 - 31 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/Yolo2DDetection.tflite) |
55
- | Yolo2DDetection | SA8295P ADP | SA8295P | QNN | 3.495 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
56
- | Yolo2DDetection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 22.442 ms | 0 - 135 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/Yolo2DDetection.tflite) |
57
- | Yolo2DDetection | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.437 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
58
- | Yolo2DDetection | SA8775P ADP | SA8775P | TFLITE | 28.155 ms | 0 - 30 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/Yolo2DDetection.tflite) |
59
- | Yolo2DDetection | SA8775P ADP | SA8775P | QNN | 3.859 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | Yolo2DDetection | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 68.127 ms | 0 - 30 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/Yolo2DDetection.tflite) |
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- | Yolo2DDetection | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 34.633 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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- | Yolo2DDetection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 22.134 ms | 0 - 138 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/Yolo2DDetection.tflite) |
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- | Yolo2DDetection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.435 ms | 2 - 4 MB | FP16 | NPU | Use Export Script |
64
- | Yolo2DDetection | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 28.155 ms | 0 - 30 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/Yolo2DDetection.tflite) |
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- | Yolo2DDetection | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 3.859 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | Yolo2DDetection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 22.338 ms | 0 - 59 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/Yolo2DDetection.tflite) |
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- | Yolo2DDetection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.266 ms | 2 - 25 MB | FP16 | NPU | Use Export Script |
68
- | Yolo2DDetection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.622 ms | 2 - 2 MB | FP16 | NPU | Use Export Script |
69
- | Yolo2DDetection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.6 ms | 3 - 3 MB | FP16 | NPU | [3D-Deep-BOX.onnx](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/Yolo2DDetection.onnx) |
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- | VGG3DDetection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 4.736 ms | 0 - 668 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/VGG3DDetection.tflite) |
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- | VGG3DDetection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 4.88 ms | 0 - 429 MB | FP16 | NPU | [3D-Deep-BOX.so](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/VGG3DDetection.so) |
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- | VGG3DDetection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 5.097 ms | 0 - 413 MB | FP16 | NPU | [3D-Deep-BOX.onnx](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/VGG3DDetection.onnx) |
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- | VGG3DDetection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.547 ms | 0 - 125 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/VGG3DDetection.tflite) |
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- | VGG3DDetection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.691 ms | 1 - 83 MB | FP16 | NPU | [3D-Deep-BOX.so](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/VGG3DDetection.so) |
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- | VGG3DDetection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 3.935 ms | 0 - 86 MB | FP16 | NPU | [3D-Deep-BOX.onnx](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/VGG3DDetection.onnx) |
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- | VGG3DDetection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.947 ms | 0 - 79 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/VGG3DDetection.tflite) |
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- | VGG3DDetection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.428 ms | 1 - 76 MB | FP16 | NPU | Use Export Script |
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- | VGG3DDetection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.799 ms | 1 - 79 MB | FP16 | NPU | [3D-Deep-BOX.onnx](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/VGG3DDetection.onnx) |
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- | VGG3DDetection | SA7255P ADP | SA7255P | TFLITE | 257.878 ms | 0 - 73 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/VGG3DDetection.tflite) |
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- | VGG3DDetection | SA7255P ADP | SA7255P | QNN | 257.883 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | VGG3DDetection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.727 ms | 0 - 674 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/VGG3DDetection.tflite) |
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- | VGG3DDetection | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.778 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | VGG3DDetection | SA8295P ADP | SA8295P | TFLITE | 9.755 ms | 0 - 76 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/VGG3DDetection.tflite) |
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- | VGG3DDetection | SA8295P ADP | SA8295P | QNN | 9.925 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
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- | VGG3DDetection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.732 ms | 0 - 672 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/VGG3DDetection.tflite) |
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- | VGG3DDetection | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.776 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | VGG3DDetection | SA8775P ADP | SA8775P | TFLITE | 10.792 ms | 0 - 73 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/VGG3DDetection.tflite) |
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- | VGG3DDetection | SA8775P ADP | SA8775P | QNN | 10.698 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | VGG3DDetection | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 257.878 ms | 0 - 73 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/VGG3DDetection.tflite) |
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- | VGG3DDetection | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 257.883 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | VGG3DDetection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.735 ms | 0 - 663 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/VGG3DDetection.tflite) |
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- | VGG3DDetection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.773 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | VGG3DDetection | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 10.792 ms | 0 - 73 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/VGG3DDetection.tflite) |
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- | VGG3DDetection | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 10.698 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | VGG3DDetection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 8.419 ms | 0 - 124 MB | FP16 | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/VGG3DDetection.tflite) |
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- | VGG3DDetection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 8.67 ms | 1 - 81 MB | FP16 | NPU | Use Export Script |
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- | VGG3DDetection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.03 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | VGG3DDetection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.951 ms | 88 - 88 MB | FP16 | NPU | [3D-Deep-BOX.onnx](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/VGG3DDetection.onnx) |
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@@ -157,21 +157,21 @@ python -m qai_hub_models.models.deepbox.export
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  Profiling Results
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  ------------------------------------------------------------
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  Yolo2DDetection
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 22.2
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- Estimated peak memory usage (MB): [0, 138]
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- Total # Ops : 129
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- Compute Unit(s) : NPU (129 ops)
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167
  ------------------------------------------------------------
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  VGG3DDetection
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 4.7
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- Estimated peak memory usage (MB): [0, 668]
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- Total # Ops : 40
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- Compute Unit(s) : NPU (40 ops)
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  ```
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  ---
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  library_name: pytorch
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+ license: other
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  tags:
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  - real_time
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  - android
 
26
 
27
  ### Model Details
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29
+ - **Model Type:** Model_use_case.object_detection
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  - **Model Stats:**
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  - Model checkpoint: YOLOv3-tiny
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  - Input resolution(YOLO): 224x640
 
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  - Number of parameters(VGG): 144M
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  - Model size(VGG): 175.9 MB
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+ | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | Yolo2DDetection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 40.729 ms | 0 - 30 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
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+ | Yolo2DDetection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 7.522 ms | 2 - 11 MB | NPU | Use Export Script |
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+ | Yolo2DDetection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 22.404 ms | 0 - 61 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
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+ | Yolo2DDetection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 3.448 ms | 2 - 23 MB | NPU | Use Export Script |
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+ | Yolo2DDetection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 22.182 ms | 0 - 138 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
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+ | Yolo2DDetection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 2.437 ms | 2 - 4 MB | NPU | Use Export Script |
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+ | Yolo2DDetection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 22.791 ms | 0 - 31 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
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+ | Yolo2DDetection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 3.151 ms | 2 - 15 MB | NPU | Use Export Script |
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+ | Yolo2DDetection | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 40.729 ms | 0 - 30 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
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+ | Yolo2DDetection | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 7.522 ms | 2 - 11 MB | NPU | Use Export Script |
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+ | Yolo2DDetection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 22.402 ms | 0 - 134 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
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+ | Yolo2DDetection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 2.438 ms | 2 - 4 MB | NPU | Use Export Script |
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+ | Yolo2DDetection | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 24.049 ms | 0 - 33 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
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+ | Yolo2DDetection | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 3.447 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | Yolo2DDetection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 22.455 ms | 0 - 134 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
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+ | Yolo2DDetection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 2.436 ms | 2 - 4 MB | NPU | Use Export Script |
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+ | Yolo2DDetection | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 22.791 ms | 0 - 31 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
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+ | Yolo2DDetection | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 3.151 ms | 2 - 15 MB | NPU | Use Export Script |
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+ | Yolo2DDetection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 22.314 ms | 0 - 139 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
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+ | Yolo2DDetection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 2.456 ms | 0 - 20 MB | NPU | Use Export Script |
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+ | Yolo2DDetection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 4.773 ms | 2 - 69 MB | NPU | [3D-Deep-BOX.onnx](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.onnx) |
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+ | Yolo2DDetection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 16.208 ms | 0 - 56 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
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+ | Yolo2DDetection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.762 ms | 0 - 22 MB | NPU | Use Export Script |
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+ | Yolo2DDetection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.383 ms | 0 - 23 MB | NPU | [3D-Deep-BOX.onnx](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.onnx) |
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+ | Yolo2DDetection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 14.422 ms | 0 - 33 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
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+ | Yolo2DDetection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.825 ms | 2 - 18 MB | NPU | Use Export Script |
67
+ | Yolo2DDetection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.87 ms | 2 - 18 MB | NPU | [3D-Deep-BOX.onnx](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.onnx) |
68
+ | Yolo2DDetection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.652 ms | 2 - 2 MB | NPU | Use Export Script |
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+ | Yolo2DDetection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.136 ms | 7 - 7 MB | NPU | [3D-Deep-BOX.onnx](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.onnx) |
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+ | VGG3DDetection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 32.844 ms | 0 - 73 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
71
+ | VGG3DDetection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 32.923 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | VGG3DDetection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 8.424 ms | 0 - 128 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
73
+ | VGG3DDetection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 9.914 ms | 1 - 89 MB | NPU | Use Export Script |
74
+ | VGG3DDetection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 4.725 ms | 0 - 663 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
75
+ | VGG3DDetection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.777 ms | 1 - 3 MB | NPU | Use Export Script |
76
+ | VGG3DDetection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 8.928 ms | 0 - 73 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
77
+ | VGG3DDetection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 8.796 ms | 1 - 12 MB | NPU | Use Export Script |
78
+ | VGG3DDetection | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 32.844 ms | 0 - 73 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
79
+ | VGG3DDetection | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 32.923 ms | 1 - 10 MB | NPU | Use Export Script |
80
+ | VGG3DDetection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 4.719 ms | 0 - 674 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
81
+ | VGG3DDetection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.78 ms | 1 - 4 MB | NPU | Use Export Script |
82
+ | VGG3DDetection | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 9.736 ms | 0 - 76 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
83
+ | VGG3DDetection | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 9.923 ms | 1 - 18 MB | NPU | Use Export Script |
84
+ | VGG3DDetection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 4.723 ms | 0 - 668 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
85
+ | VGG3DDetection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.78 ms | 1 - 11 MB | NPU | Use Export Script |
86
+ | VGG3DDetection | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 8.928 ms | 0 - 73 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
87
+ | VGG3DDetection | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 8.796 ms | 1 - 12 MB | NPU | Use Export Script |
88
+ | VGG3DDetection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 4.728 ms | 0 - 669 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
89
+ | VGG3DDetection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.787 ms | 0 - 401 MB | NPU | Use Export Script |
90
+ | VGG3DDetection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 5.137 ms | 0 - 264 MB | NPU | [3D-Deep-BOX.onnx](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.onnx) |
91
+ | VGG3DDetection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 3.543 ms | 0 - 124 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
92
+ | VGG3DDetection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.769 ms | 0 - 83 MB | NPU | Use Export Script |
93
+ | VGG3DDetection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.986 ms | 0 - 85 MB | NPU | [3D-Deep-BOX.onnx](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.onnx) |
94
+ | VGG3DDetection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 3.483 ms | 0 - 79 MB | NPU | [3D-Deep-BOX.tflite](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.tflite) |
95
+ | VGG3DDetection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 3.598 ms | 1 - 80 MB | NPU | Use Export Script |
96
+ | VGG3DDetection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.787 ms | 1 - 79 MB | NPU | [3D-Deep-BOX.onnx](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.onnx) |
97
+ | VGG3DDetection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.007 ms | 1 - 1 MB | NPU | Use Export Script |
98
+ | VGG3DDetection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.95 ms | 88 - 88 MB | NPU | [3D-Deep-BOX.onnx](https://huggingface.co/qualcomm/3D-Deep-BOX/blob/main/3D-Deep-BOX.onnx) |
99
 
100
 
101
 
 
157
  Profiling Results
158
  ------------------------------------------------------------
159
  Yolo2DDetection
160
+ Device : cs_8275 (ANDROID 14)
161
+ Runtime : TFLITE
162
+ Estimated inference time (ms) : 40.7
163
+ Estimated peak memory usage (MB): [0, 30]
164
+ Total # Ops : 129
165
+ Compute Unit(s) : npu (129 ops) gpu (0 ops) cpu (0 ops)
166
 
167
  ------------------------------------------------------------
168
  VGG3DDetection
169
+ Device : cs_8275 (ANDROID 14)
170
+ Runtime : TFLITE
171
+ Estimated inference time (ms) : 32.8
172
+ Estimated peak memory usage (MB): [0, 73]
173
+ Total # Ops : 40
174
+ Compute Unit(s) : npu (40 ops) gpu (0 ops) cpu (0 ops)
175
  ```
176
 
177