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Yolo-v5

Object Detection
PyTorch
real_time
bu_auto
android
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v0.43.0

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See https://github.com/quic/ai-hub-models/releases/v0.43.0 for changelog.

Files changed (1) hide show
  1. README.md +37 -37
README.md CHANGED
@@ -38,44 +38,44 @@ 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-v5 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 64.108 ms | 0 - 80 MB | NPU | -- |
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- | Yolo-v5 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 63.282 ms | 0 - 90 MB | NPU | -- |
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- | Yolo-v5 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 23.595 ms | 0 - 97 MB | NPU | -- |
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- | Yolo-v5 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 25.517 ms | 5 - 58 MB | NPU | -- |
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- | Yolo-v5 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 11.654 ms | 0 - 20 MB | NPU | -- |
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- | Yolo-v5 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 10.877 ms | 5 - 84 MB | NPU | -- |
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- | Yolo-v5 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 13.081 ms | 0 - 79 MB | NPU | -- |
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- | Yolo-v5 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 80.325 ms | 0 - 79 MB | NPU | -- |
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- | Yolo-v5 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 17.048 ms | 2 - 89 MB | NPU | -- |
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- | Yolo-v5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 8.667 ms | 0 - 113 MB | NPU | -- |
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- | Yolo-v5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 8.244 ms | 5 - 163 MB | NPU | -- |
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- | Yolo-v5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 9.639 ms | 5 - 85 MB | NPU | -- |
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- | Yolo-v5 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 6.938 ms | 0 - 82 MB | NPU | -- |
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- | Yolo-v5 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 6.163 ms | 5 - 98 MB | NPU | -- |
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- | Yolo-v5 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 7.541 ms | 2 - 84 MB | NPU | -- |
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  | Yolo-v5 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 4.952 ms | 0 - 79 MB | NPU | -- |
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- | Yolo-v5 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 4.503 ms | 5 - 110 MB | NPU | -- |
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- | Yolo-v5 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 5.928 ms | 5 - 72 MB | NPU | -- |
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- | Yolo-v5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 11.532 ms | 102 - 102 MB | NPU | -- |
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- | Yolo-v5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 13.332 ms | 46 - 46 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 20.837 ms | 2 - 65 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 12.526 ms | 2 - 83 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 8.633 ms | 2 - 19 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 11.959 ms | 0 - 75 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 8.836 ms | 1 - 64 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 48.604 ms | 2 - 101 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 814.564 ms | 171 - 189 MB | CPU | -- |
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- | Yolo-v5 | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 794.538 ms | 158 - 170 MB | CPU | -- |
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- | Yolo-v5 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 5.74 ms | 2 - 81 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 8.655 ms | 2 - 128 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 4.25 ms | 2 - 74 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 5.25 ms | 0 - 101 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 12.367 ms | 2 - 82 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 819.861 ms | 160 - 178 MB | CPU | -- |
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- | Yolo-v5 | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 3.25 ms | 2 - 73 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 3.983 ms | 2 - 95 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 9.328 ms | 64 - 64 MB | NPU | -- |
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- | Yolo-v5 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.945 ms | 24 - 24 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-v5 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 64.066 ms | 0 - 78 MB | NPU | -- |
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+ | Yolo-v5 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 63.255 ms | 0 - 89 MB | NPU | -- |
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+ | Yolo-v5 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 23.811 ms | 0 - 99 MB | NPU | -- |
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+ | Yolo-v5 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 25.539 ms | 5 - 58 MB | NPU | -- |
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+ | Yolo-v5 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 11.272 ms | 0 - 20 MB | NPU | -- |
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+ | Yolo-v5 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 10.851 ms | 5 - 89 MB | NPU | -- |
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+ | Yolo-v5 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 13.084 ms | 0 - 124 MB | NPU | -- |
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+ | Yolo-v5 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 80.309 ms | 0 - 80 MB | NPU | -- |
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+ | Yolo-v5 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 77.266 ms | 2 - 88 MB | NPU | -- |
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+ | Yolo-v5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 8.643 ms | 0 - 113 MB | NPU | -- |
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+ | Yolo-v5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 8.366 ms | 5 - 168 MB | NPU | -- |
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+ | Yolo-v5 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 9.654 ms | 5 - 87 MB | NPU | -- |
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+ | Yolo-v5 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 6.829 ms | 0 - 81 MB | NPU | -- |
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+ | Yolo-v5 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 6.164 ms | 5 - 98 MB | NPU | -- |
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+ | Yolo-v5 | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 7.562 ms | 3 - 82 MB | NPU | -- |
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  | Yolo-v5 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 4.952 ms | 0 - 79 MB | NPU | -- |
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+ | Yolo-v5 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 4.49 ms | 5 - 110 MB | NPU | -- |
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+ | Yolo-v5 | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 5.914 ms | 5 - 72 MB | NPU | -- |
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+ | Yolo-v5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 11.476 ms | 94 - 94 MB | NPU | -- |
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+ | Yolo-v5 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 13.357 ms | 46 - 46 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | QNN_DLC | 31.933 ms | 2 - 159 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Dragonwing RB3 Gen 2 Vision Kit | Qualcomm® QCS6490 | ONNX | 1717.213 ms | 94 - 101 MB | CPU | -- |
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+ | Yolo-v5 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 20.814 ms | 2 - 65 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 11.684 ms | 2 - 85 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 8.71 ms | 2 - 19 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 11.605 ms | 2 - 26 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 39.889 ms | 1 - 64 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 786.28 ms | 171 - 174 MB | CPU | -- |
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+ | Yolo-v5 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 5.754 ms | 2 - 84 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 8.387 ms | 2 - 84 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 4.275 ms | 2 - 72 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 5.103 ms | 0 - 76 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 12.168 ms | 2 - 82 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 816.467 ms | 161 - 180 MB | CPU | -- |
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+ | Yolo-v5 | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 3.257 ms | 2 - 73 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 4.345 ms | 2 - 81 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 9.393 ms | 60 - 60 MB | NPU | -- |
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+ | Yolo-v5 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.527 ms | 24 - 24 MB | NPU | -- |
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