v0.29.1
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.29.1 for changelog.
README.md
CHANGED
@@ -33,84 +33,82 @@ This model is an implementation of Yolo-v7 found [here](https://github.com/WongK
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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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| Yolo-v7 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 34.
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| Yolo-v7 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 23.
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| Yolo-v7 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 20.
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| Yolo-v7 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 12.
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| Yolo-v7 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 17.
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| Yolo-v7 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 9.
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| Yolo-v7 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 18.
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| Yolo-v7 | float |
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| Yolo-v7 | float | SA7255P ADP | Qualcomm® SA7255P |
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| Yolo-v7 | float |
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| Yolo-v7 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) |
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| Yolo-v7 | float |
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| Yolo-v7 | float | SA8295P ADP | Qualcomm® SA8295P |
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| Yolo-v7 | float |
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| Yolo-v7 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) |
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| Yolo-v7 | float |
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| Yolo-v7 | float |
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| Yolo-v7 | float |
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| Yolo-v7 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile |
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| Yolo-v7 | float | Samsung Galaxy
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| Yolo-v7 | float | Samsung Galaxy
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| Yolo-v7 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile |
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| Yolo-v7 | float |
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| Yolo-v7 | float |
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| Yolo-v7 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile |
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| Yolo-v7 | float | Snapdragon
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| Yolo-v7 | float | Snapdragon X Elite CRD | Snapdragon® X Elite |
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| Yolo-v7 |
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| Yolo-v7 | w8a16 |
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| Yolo-v7 | w8a16 |
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| Yolo-v7 | w8a16 |
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| Yolo-v7 | w8a16 |
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| Yolo-v7 | w8a16 |
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| Yolo-v7 | w8a16 |
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| Yolo-v7 | w8a16 |
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| Yolo-v7 | w8a16 |
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| Yolo-v7 | w8a16 |
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| Yolo-v7 | w8a16 |
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| Yolo-v7 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile |
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| Yolo-v7 | w8a16 | Samsung Galaxy
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| Yolo-v7 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile |
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| Yolo-v7 | w8a16 |
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| Yolo-v7 | w8a16 | Snapdragon
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| Yolo-v7 | w8a16 | Snapdragon
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| Yolo-v7 |
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| Yolo-v7 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile |
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| Yolo-v7 | w8a8 | Samsung Galaxy
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| Yolo-v7 | w8a8 | Samsung Galaxy
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| Yolo-v7 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 |
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| Yolo-v7 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile |
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| Yolo-v7 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.922 ms | 1 - 30 MB | NPU | -- |
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| Yolo-v7 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.822 ms | 0 - 57 MB | NPU | -- |
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| Yolo-v7 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.169 ms | 1 - 1 MB | NPU | -- |
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| Yolo-v7 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.
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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-v7 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 34.789 ms | 1 - 24 MB | NPU | -- |
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| Yolo-v7 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 23.965 ms | 1 - 11 MB | NPU | -- |
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| Yolo-v7 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 20.981 ms | 0 - 40 MB | NPU | -- |
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| Yolo-v7 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 12.8 ms | 5 - 40 MB | NPU | -- |
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| Yolo-v7 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 17.46 ms | 1 - 12 MB | NPU | -- |
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| Yolo-v7 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 9.063 ms | 5 - 7 MB | NPU | -- |
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| Yolo-v7 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 18.778 ms | 0 - 26 MB | NPU | -- |
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| Yolo-v7 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 34.789 ms | 1 - 24 MB | NPU | -- |
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| Yolo-v7 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 23.965 ms | 1 - 11 MB | NPU | -- |
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| Yolo-v7 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 17.607 ms | 1 - 14 MB | NPU | -- |
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| Yolo-v7 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 9.054 ms | 5 - 8 MB | NPU | -- |
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| Yolo-v7 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 22.337 ms | 1 - 29 MB | NPU | -- |
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| Yolo-v7 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 12.262 ms | 0 - 18 MB | NPU | -- |
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| Yolo-v7 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 17.591 ms | 1 - 42 MB | NPU | -- |
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| Yolo-v7 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 9.074 ms | 5 - 8 MB | NPU | -- |
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| Yolo-v7 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 18.778 ms | 0 - 26 MB | NPU | -- |
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| Yolo-v7 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 17.488 ms | 0 - 13 MB | NPU | -- |
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| Yolo-v7 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 9.005 ms | 5 - 19 MB | NPU | -- |
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| Yolo-v7 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 10.506 ms | 2 - 50 MB | NPU | -- |
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| Yolo-v7 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 12.793 ms | 1 - 39 MB | NPU | -- |
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| Yolo-v7 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 6.438 ms | 5 - 57 MB | NPU | -- |
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| Yolo-v7 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 8.009 ms | 5 - 67 MB | NPU | -- |
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| Yolo-v7 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 12.396 ms | 1 - 26 MB | NPU | -- |
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| Yolo-v7 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 6.188 ms | 5 - 53 MB | NPU | -- |
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| Yolo-v7 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 7.252 ms | 7 - 61 MB | NPU | -- |
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| Yolo-v7 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 9.787 ms | 5 - 5 MB | NPU | -- |
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| Yolo-v7 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.504 ms | 8 - 8 MB | NPU | -- |
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| Yolo-v7 | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 23.395 ms | 0 - 10 MB | NPU | -- |
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| Yolo-v7 | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 13.671 ms | 2 - 55 MB | NPU | -- |
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| Yolo-v7 | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 12.617 ms | 2 - 13 MB | NPU | -- |
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| Yolo-v7 | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 13.297 ms | 1 - 16 MB | NPU | -- |
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| Yolo-v7 | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 29.856 ms | 2 - 14 MB | NPU | -- |
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| Yolo-v7 | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 23.395 ms | 0 - 10 MB | NPU | -- |
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| Yolo-v7 | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 12.692 ms | 2 - 4 MB | NPU | -- |
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| Yolo-v7 | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 11.844 ms | 0 - 18 MB | NPU | -- |
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| Yolo-v7 | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 12.705 ms | 2 - 5 MB | NPU | -- |
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| Yolo-v7 | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 13.297 ms | 1 - 16 MB | NPU | -- |
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| Yolo-v7 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 12.74 ms | 2 - 15 MB | NPU | -- |
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| Yolo-v7 | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 6.383 ms | 0 - 31 MB | NPU | -- |
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| Yolo-v7 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 8.529 ms | 2 - 49 MB | NPU | -- |
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| Yolo-v7 | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.605 ms | 3 - 68 MB | NPU | -- |
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| Yolo-v7 | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.745 ms | 1 - 63 MB | NPU | -- |
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| Yolo-v7 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 13.386 ms | 2 - 2 MB | NPU | -- |
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| Yolo-v7 | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.466 ms | 5 - 5 MB | NPU | -- |
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| Yolo-v7 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 5.337 ms | 0 - 21 MB | NPU | -- |
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| Yolo-v7 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 5.505 ms | 1 - 11 MB | NPU | -- |
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| Yolo-v7 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.167 ms | 0 - 38 MB | NPU | -- |
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| Yolo-v7 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 4.109 ms | 1 - 38 MB | NPU | -- |
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| Yolo-v7 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.527 ms | 0 - 29 MB | NPU | -- |
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| Yolo-v7 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 2.762 ms | 1 - 5 MB | NPU | -- |
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| Yolo-v7 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.928 ms | 0 - 24 MB | NPU | -- |
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| Yolo-v7 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 3.222 ms | 1 - 16 MB | NPU | -- |
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| Yolo-v7 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 10.087 ms | 0 - 32 MB | NPU | -- |
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| Yolo-v7 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 7.777 ms | 1 - 15 MB | NPU | -- |
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| Yolo-v7 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 53.886 ms | 14 - 53 MB | GPU | -- |
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| Yolo-v7 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 5.337 ms | 0 - 21 MB | NPU | -- |
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| Yolo-v7 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 5.505 ms | 1 - 11 MB | NPU | -- |
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| Yolo-v7 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.545 ms | 0 - 30 MB | NPU | -- |
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| Yolo-v7 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 2.756 ms | 1 - 4 MB | NPU | -- |
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| Yolo-v7 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.832 ms | 0 - 26 MB | NPU | -- |
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| Yolo-v7 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 4.283 ms | 1 - 19 MB | NPU | -- |
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| Yolo-v7 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.521 ms | 0 - 30 MB | NPU | -- |
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| Yolo-v7 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 2.755 ms | 1 - 4 MB | NPU | -- |
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| Yolo-v7 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.928 ms | 0 - 24 MB | NPU | -- |
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| Yolo-v7 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 3.222 ms | 1 - 16 MB | NPU | -- |
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| Yolo-v7 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.515 ms | 0 - 28 MB | NPU | -- |
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| Yolo-v7 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 2.756 ms | 1 - 18 MB | NPU | -- |
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| Yolo-v7 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 4.042 ms | 0 - 30 MB | NPU | -- |
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| Yolo-v7 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.706 ms | 0 - 37 MB | NPU | -- |
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| Yolo-v7 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.767 ms | 1 - 39 MB | NPU | -- |
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| Yolo-v7 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.946 ms | 0 - 69 MB | NPU | -- |
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| Yolo-v7 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.637 ms | 0 - 28 MB | NPU | -- |
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| Yolo-v7 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.922 ms | 1 - 31 MB | NPU | -- |
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| Yolo-v7 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.865 ms | 1 - 58 MB | NPU | -- |
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| Yolo-v7 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.169 ms | 1 - 1 MB | NPU | -- |
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| Yolo-v7 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.539 ms | 5 - 5 MB | NPU | -- |
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