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Yolo-v3

Object Detection
PyTorch
bu_auto
real_time
android
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@@ -1,6 +1,6 @@
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  ---
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  library_name: pytorch
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- license: agpl-3.0
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  tags:
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  - real_time
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  - android
@@ -23,34 +23,46 @@ This model is an implementation of Yolo-v3 found [here](https://github.com/ultra
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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: 416p (416x416)
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  - Number of parameters: 8.85M
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- - Model size: 24.4 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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- | Yolo-v3 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 16.439 ms | 0 - 8 MB | FP16 | NPU | -- |
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- | Yolo-v3 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 11.205 ms | 5 - 12 MB | FP16 | NPU | -- |
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- | Yolo-v3 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 14.341 ms | 7 - 76 MB | FP16 | NPU | -- |
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- | Yolo-v3 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 10.551 ms | 0 - 96 MB | FP16 | NPU | -- |
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- | Yolo-v3 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 8.143 ms | 5 - 33 MB | FP16 | NPU | -- |
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- | Yolo-v3 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 10.466 ms | 14 - 47 MB | FP16 | NPU | -- |
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- | Yolo-v3 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 8.399 ms | 0 - 72 MB | FP16 | NPU | -- |
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- | Yolo-v3 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 7.772 ms | 5 - 31 MB | FP16 | NPU | -- |
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- | Yolo-v3 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 11.244 ms | 15 - 42 MB | FP16 | NPU | -- |
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- | Yolo-v3 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 107.772 ms | 0 - 70 MB | FP16 | NPU | -- |
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- | Yolo-v3 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 97.783 ms | 5 - 14 MB | FP16 | NPU | -- |
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- | Yolo-v3 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 16.436 ms | 0 - 7 MB | FP16 | NPU | -- |
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- | Yolo-v3 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 8.441 ms | 5 - 8 MB | FP16 | NPU | -- |
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- | Yolo-v3 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 21.014 ms | 0 - 71 MB | FP16 | NPU | -- |
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- | Yolo-v3 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 11.718 ms | 1 - 11 MB | FP16 | NPU | -- |
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- | Yolo-v3 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 17.995 ms | 0 - 88 MB | FP16 | NPU | -- |
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- | Yolo-v3 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 13.219 ms | 5 - 29 MB | FP16 | NPU | -- |
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- | Yolo-v3 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 8.602 ms | 5 - 5 MB | FP16 | NPU | -- |
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- | Yolo-v3 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.485 ms | 5 - 5 MB | FP16 | NPU | -- |
 
 
 
 
 
 
 
 
 
 
 
 
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1
  ---
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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
 
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  ### Model Details
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+ - **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: 416p (416x416)
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  - Number of parameters: 8.85M
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+ - Model size (float): 24.4 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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+ | Yolo-v3 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 32.04 ms | 0 - 69 MB | NPU | -- |
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+ | Yolo-v3 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 22.141 ms | 4 - 13 MB | NPU | -- |
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+ | Yolo-v3 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 17.861 ms | 0 - 87 MB | NPU | -- |
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+ | Yolo-v3 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 12.751 ms | 5 - 36 MB | NPU | -- |
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+ | Yolo-v3 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 16.573 ms | 0 - 7 MB | NPU | -- |
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+ | Yolo-v3 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 8.35 ms | 5 - 7 MB | NPU | -- |
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+ | Yolo-v3 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 17.878 ms | 0 - 72 MB | NPU | -- |
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+ | Yolo-v3 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 9.893 ms | 1 - 16 MB | NPU | -- |
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+ | Yolo-v3 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 16.29 ms | 0 - 8 MB | NPU | -- |
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+ | Yolo-v3 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 8.392 ms | 5 - 13 MB | NPU | -- |
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+ | Yolo-v3 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 12.715 ms | 6 - 72 MB | NPU | -- |
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+ | Yolo-v3 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 10.644 ms | 0 - 91 MB | NPU | -- |
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+ | Yolo-v3 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 6.103 ms | 5 - 39 MB | NPU | -- |
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+ | Yolo-v3 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 9.401 ms | 12 - 47 MB | NPU | -- |
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+ | Yolo-v3 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 8.381 ms | 0 - 73 MB | NPU | -- |
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+ | Yolo-v3 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 6.412 ms | 5 - 35 MB | NPU | -- |
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+ | Yolo-v3 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 11.415 ms | 13 - 41 MB | NPU | -- |
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+ | Yolo-v3 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 8.609 ms | 5 - 5 MB | NPU | -- |
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+ | Yolo-v3 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.6 ms | 6 - 6 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 14.044 ms | 2 - 12 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 9.515 ms | 2 - 48 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 6.459 ms | 2 - 5 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 6.871 ms | 2 - 16 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 20.517 ms | 2 - 14 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 6.448 ms | 2 - 12 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 10.932 ms | 6 - 49 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 4.733 ms | 2 - 49 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 8.901 ms | 10 - 53 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 4.099 ms | 2 - 30 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 11.279 ms | 14 - 37 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 6.959 ms | 2 - 2 MB | NPU | -- |
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