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Yolo-v3

Object Detection
PyTorch
bu_auto
real_time
android
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v0.31.0

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See https://github.com/quic/ai-hub-models/releases/v0.31.0 for changelog.

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  1. README.md +31 -31
README.md CHANGED
@@ -32,37 +32,37 @@ This model is an implementation of Yolo-v3 found [here](https://github.com/ultra
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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 | 31.893 ms | 0 - 76 MB | NPU | -- |
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- | Yolo-v3 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 21.993 ms | 1 - 11 MB | NPU | -- |
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- | Yolo-v3 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 18.063 ms | 0 - 90 MB | NPU | -- |
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- | Yolo-v3 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 12.038 ms | 5 - 36 MB | NPU | -- |
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- | Yolo-v3 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 16.571 ms | 0 - 11 MB | NPU | -- |
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- | Yolo-v3 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 8.213 ms | 5 - 7 MB | NPU | -- |
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- | Yolo-v3 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 17.661 ms | 0 - 76 MB | NPU | -- |
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- | Yolo-v3 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 9.65 ms | 1 - 12 MB | NPU | -- |
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- | Yolo-v3 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 16.48 ms | 0 - 13 MB | NPU | -- |
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- | Yolo-v3 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 8.122 ms | 6 - 24 MB | NPU | -- |
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- | Yolo-v3 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 12.774 ms | 4 - 63 MB | NPU | -- |
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- | Yolo-v3 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 10.712 ms | 0 - 100 MB | NPU | -- |
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- | Yolo-v3 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 5.892 ms | 5 - 59 MB | NPU | -- |
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- | Yolo-v3 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 9.83 ms | 11 - 48 MB | NPU | -- |
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- | Yolo-v3 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 8.077 ms | 0 - 79 MB | NPU | -- |
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- | Yolo-v3 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 6.041 ms | 5 - 64 MB | NPU | -- |
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- | Yolo-v3 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.376 ms | 11 - 44 MB | NPU | -- |
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- | Yolo-v3 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 8.381 ms | 5 - 5 MB | NPU | -- |
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- | Yolo-v3 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.343 ms | 7 - 7 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 13.664 ms | 1 - 10 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 8.523 ms | 2 - 50 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 6.272 ms | 2 - 4 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 6.677 ms | 1 - 12 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 19.609 ms | 2 - 15 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 6.267 ms | 2 - 12 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 12.807 ms | 9 - 68 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 4.565 ms | 2 - 48 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 9.336 ms | 10 - 53 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 4.467 ms | 2 - 33 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 9.784 ms | 7 - 34 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 6.772 ms | 2 - 2 MB | NPU | -- |
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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 | 31.683 ms | 0 - 76 MB | NPU | -- |
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+ | Yolo-v3 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 21.892 ms | 3 - 94 MB | NPU | -- |
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+ | Yolo-v3 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 17.902 ms | 0 - 88 MB | NPU | -- |
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+ | Yolo-v3 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 12.096 ms | 5 - 79 MB | NPU | -- |
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+ | Yolo-v3 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 16.371 ms | 0 - 14 MB | NPU | -- |
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+ | Yolo-v3 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 8.132 ms | 5 - 22 MB | NPU | -- |
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+ | Yolo-v3 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 17.753 ms | 0 - 76 MB | NPU | -- |
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+ | Yolo-v3 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 9.696 ms | 2 - 88 MB | NPU | -- |
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+ | Yolo-v3 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 16.53 ms | 0 - 12 MB | NPU | -- |
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+ | Yolo-v3 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 8.122 ms | 5 - 23 MB | NPU | -- |
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+ | Yolo-v3 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 13.004 ms | 6 - 60 MB | NPU | -- |
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+ | Yolo-v3 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 10.757 ms | 0 - 99 MB | NPU | -- |
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+ | Yolo-v3 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 5.884 ms | 5 - 103 MB | NPU | -- |
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+ | Yolo-v3 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.39 ms | 12 - 50 MB | NPU | -- |
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+ | Yolo-v3 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 8.081 ms | 0 - 79 MB | NPU | -- |
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+ | Yolo-v3 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 6.046 ms | 5 - 104 MB | NPU | -- |
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+ | Yolo-v3 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 11.196 ms | 11 - 43 MB | NPU | -- |
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+ | Yolo-v3 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 8.978 ms | 24 - 24 MB | NPU | -- |
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+ | Yolo-v3 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 13.124 ms | 5 - 5 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 13.739 ms | 2 - 68 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 8.576 ms | 2 - 91 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 6.291 ms | 2 - 27 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 6.705 ms | 0 - 67 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 19.609 ms | 2 - 77 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 6.288 ms | 2 - 21 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 10.77 ms | 6 - 55 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 4.571 ms | 2 - 90 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 8.89 ms | 8 - 50 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 4.485 ms | 2 - 74 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.732 ms | 10 - 36 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 7.424 ms | 62 - 62 MB | NPU | -- |
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