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qualcomm
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Yolo-v3

Object Detection
PyTorch
real_time
android
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v0.36.0

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See https://github.com/quic/ai-hub-models/releases/v0.36.0 for changelog.

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  1. README.md +32 -32
README.md CHANGED
@@ -37,38 +37,38 @@ More details on model performance across various devices, can be found
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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 | 31.64 ms | 0 - 77 MB | NPU | -- |
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- | Yolo-v3 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 21.753 ms | 1 - 90 MB | NPU | -- |
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- | Yolo-v3 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 18.564 ms | 0 - 88 MB | NPU | -- |
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- | Yolo-v3 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 11.953 ms | 5 - 79 MB | NPU | -- |
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- | Yolo-v3 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 16.595 ms | 0 - 9 MB | NPU | -- |
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- | Yolo-v3 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 8.149 ms | 5 - 23 MB | NPU | -- |
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- | Yolo-v3 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 17.628 ms | 0 - 76 MB | NPU | -- |
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- | Yolo-v3 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 9.719 ms | 1 - 88 MB | NPU | -- |
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- | Yolo-v3 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 16.536 ms | 0 - 14 MB | NPU | -- |
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- | Yolo-v3 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 8.138 ms | 5 - 22 MB | NPU | -- |
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- | Yolo-v3 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 9.136 ms | 0 - 66 MB | NPU | -- |
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- | Yolo-v3 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 10.72 ms | 0 - 99 MB | NPU | -- |
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- | Yolo-v3 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 5.873 ms | 5 - 96 MB | NPU | -- |
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- | Yolo-v3 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 6.764 ms | 5 - 113 MB | NPU | -- |
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- | Yolo-v3 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 8.098 ms | 0 - 80 MB | NPU | -- |
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- | Yolo-v3 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 6.025 ms | 5 - 103 MB | NPU | -- |
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- | Yolo-v3 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 6.989 ms | 5 - 94 MB | NPU | -- |
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- | Yolo-v3 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 8.972 ms | 1 - 1 MB | NPU | -- |
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- | Yolo-v3 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.189 ms | 22 - 22 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 13.032 ms | 2 - 68 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 8.556 ms | 2 - 88 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 5.869 ms | 2 - 25 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 6.324 ms | 2 - 71 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 19.682 ms | 2 - 78 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 5.884 ms | 2 - 23 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 9.031 ms | 0 - 58 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 4.308 ms | 2 - 88 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 5.998 ms | 2 - 106 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 4.432 ms | 2 - 73 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 6.155 ms | 2 - 99 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 7.187 ms | 54 - 54 MB | NPU | -- |
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- | Yolo-v3 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.102 ms | 15 - 15 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 | 30.586 ms | 0 - 73 MB | NPU | -- |
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+ | Yolo-v3 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 25.26 ms | 5 - 91 MB | NPU | -- |
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+ | Yolo-v3 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 17.386 ms | 0 - 90 MB | NPU | -- |
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+ | Yolo-v3 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 15.971 ms | 5 - 78 MB | NPU | -- |
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+ | Yolo-v3 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 15.724 ms | 0 - 10 MB | NPU | -- |
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+ | Yolo-v3 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 10.818 ms | 5 - 27 MB | NPU | -- |
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+ | Yolo-v3 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 16.631 ms | 0 - 73 MB | NPU | -- |
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+ | Yolo-v3 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 12.364 ms | 1 - 86 MB | NPU | -- |
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+ | Yolo-v3 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 15.454 ms | 0 - 10 MB | NPU | -- |
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+ | Yolo-v3 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 10.813 ms | 5 - 25 MB | NPU | -- |
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+ | Yolo-v3 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 9.151 ms | 0 - 70 MB | NPU | -- |
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+ | Yolo-v3 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 9.635 ms | 0 - 97 MB | NPU | -- |
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+ | Yolo-v3 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 7.94 ms | 5 - 99 MB | NPU | -- |
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+ | Yolo-v3 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 7.108 ms | 5 - 104 MB | NPU | -- |
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+ | Yolo-v3 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 7.404 ms | 0 - 78 MB | NPU | -- |
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+ | Yolo-v3 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 8.031 ms | 5 - 95 MB | NPU | -- |
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+ | Yolo-v3 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 7.11 ms | 5 - 103 MB | NPU | -- |
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+ | Yolo-v3 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 11.013 ms | 18 - 18 MB | NPU | -- |
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+ | Yolo-v3 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.508 ms | 21 - 21 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 13.785 ms | 2 - 70 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 8.039 ms | 2 - 94 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 6.273 ms | 2 - 28 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 6.791 ms | 1 - 70 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 21.036 ms | 2 - 84 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 6.288 ms | 2 - 30 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 77.677 ms | 57 - 281 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 4.566 ms | 2 - 88 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 66.736 ms | 61 - 2868 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 4.479 ms | 2 - 78 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 63.331 ms | 56 - 1740 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 6.267 ms | 65 - 65 MB | NPU | -- |
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+ | Yolo-v3 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 86.366 ms | 132 - 132 MB | NPU | -- |
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