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Yolo-v7

Object Detection
PyTorch
real_time
android
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@@ -32,35 +32,35 @@ This model is an implementation of Yolo-v7 found [here](https://github.com/WongK
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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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- | Yolo-v7 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 17.699 ms | 1 - 15 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 8.899 ms | 5 - 16 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 13.998 ms | 2 - 43 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 12.886 ms | 0 - 39 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 5.774 ms | 5 - 25 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 10.077 ms | 4 - 61 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 10.706 ms | 1 - 31 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 7.03 ms | 5 - 49 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 8.109 ms | 7 - 53 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA7255P ADP | SA7255P | TFLITE | 109.709 ms | 1 - 24 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA7255P ADP | SA7255P | QNN | 98.032 ms | 0 - 10 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 17.837 ms | 1 - 15 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8255 (Proxy) | SA8255P Proxy | QNN | 8.907 ms | 5 - 7 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8295P ADP | SA8295P | TFLITE | 22.345 ms | 1 - 30 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8295P ADP | SA8295P | QNN | 11.756 ms | 0 - 18 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 17.78 ms | 1 - 12 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8650 (Proxy) | SA8650P Proxy | QNN | 8.8 ms | 6 - 8 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8775P ADP | SA8775P | TFLITE | 22.152 ms | 0 - 23 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8775P ADP | SA8775P | QNN | 12.76 ms | 0 - 10 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 109.709 ms | 1 - 24 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 98.032 ms | 0 - 10 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 17.681 ms | 1 - 10 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 8.724 ms | 5 - 8 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 22.152 ms | 0 - 23 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 12.76 ms | 0 - 10 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 20.941 ms | 1 - 42 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 10.764 ms | 5 - 32 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 9.406 ms | 5 - 5 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 13.818 ms | 9 - 9 MB | FP16 | NPU | -- |
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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-v7 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 17.411 ms | 1 - 15 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 10.119 ms | 5 - 22 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 10.38 ms | 1 - 50 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 12.878 ms | 0 - 39 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 6.876 ms | 5 - 57 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 8.019 ms | 5 - 70 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 10.716 ms | 1 - 31 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 7.115 ms | 5 - 48 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 7.269 ms | 7 - 61 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | SA7255P ADP | SA7255P | TFLITE | 109.718 ms | 0 - 23 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | SA7255P ADP | SA7255P | QNN | 99.089 ms | 4 - 14 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 17.654 ms | 1 - 11 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | SA8255 (Proxy) | SA8255P Proxy | QNN | 9.253 ms | 5 - 8 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | SA8295P ADP | SA8295P | TFLITE | 22.309 ms | 0 - 29 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | SA8295P ADP | SA8295P | QNN | 12.313 ms | 0 - 18 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 17.544 ms | 1 - 12 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | SA8650 (Proxy) | SA8650P Proxy | QNN | 9.221 ms | 5 - 7 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | SA8775P ADP | SA8775P | TFLITE | 22.14 ms | 1 - 24 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | SA8775P ADP | SA8775P | QNN | 13.15 ms | 0 - 10 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 109.718 ms | 0 - 23 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 99.089 ms | 4 - 14 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 17.407 ms | 1 - 11 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 9.175 ms | 5 - 8 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 22.14 ms | 1 - 24 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 13.15 ms | 0 - 10 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 20.915 ms | 1 - 41 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 12.906 ms | 5 - 37 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 9.825 ms | 5 - 5 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.48 ms | 9 - 9 MB | FP16 | NPU | -- |
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