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Yolo-v7

Object Detection
PyTorch
real_time
android
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@@ -32,35 +32,34 @@ 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 | 15.365 ms | 1 - 18 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 10.581 ms | 5 - 7 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 12.474 ms | 2 - 62 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 10.257 ms | 0 - 46 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 6.927 ms | 5 - 24 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 8.417 ms | 7 - 73 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 10.701 ms | 1 - 45 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 7.098 ms | 5 - 72 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 8.23 ms | 5 - 63 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA7255P ADP | SA7255P | TFLITE | 107.906 ms | 1 - 38 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA7255P ADP | SA7255P | QNN | 100.592 ms | 0 - 7 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 15.294 ms | 1 - 22 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8255 (Proxy) | SA8255P Proxy | QNN | 10.44 ms | 5 - 7 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8295P ADP | SA8295P | TFLITE | 19.717 ms | 1 - 41 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8295P ADP | SA8295P | QNN | 13.339 ms | 0 - 11 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 15.172 ms | 1 - 19 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8650 (Proxy) | SA8650P Proxy | QNN | 10.411 ms | 5 - 7 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8775P ADP | SA8775P | TFLITE | 20.463 ms | 1 - 39 MB | FP16 | NPU | -- |
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- | Yolo-v7 | SA8775P ADP | SA8775P | QNN | 14.809 ms | 1 - 8 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 107.906 ms | 1 - 38 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 100.592 ms | 0 - 7 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 15.317 ms | 1 - 22 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 10.404 ms | 5 - 7 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 20.463 ms | 1 - 39 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 14.809 ms | 1 - 8 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 17.742 ms | 1 - 52 MB | FP16 | NPU | -- |
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- | Yolo-v7 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 12.669 ms | 5 - 63 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 10.965 ms | 5 - 5 MB | FP16 | NPU | -- |
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- | Yolo-v7 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.241 ms | 10 - 10 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 | 17.62 ms | 1 - 44 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 13.89 ms | 2 - 46 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 12.802 ms | 1 - 37 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 6.063 ms | 5 - 23 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 10.083 ms | 6 - 65 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 10.755 ms | 0 - 33 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 5.897 ms | 5 - 50 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 9.454 ms | 5 - 51 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | SA7255P ADP | SA7255P | TFLITE | 109.65 ms | 1 - 23 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | SA7255P ADP | SA7255P | QNN | 98.564 ms | 0 - 8 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 17.508 ms | 1 - 15 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | SA8255 (Proxy) | SA8255P Proxy | QNN | 8.719 ms | 5 - 8 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | SA8295P ADP | SA8295P | TFLITE | 22.193 ms | 1 - 30 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | SA8295P ADP | SA8295P | QNN | 13.676 ms | 0 - 15 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 17.609 ms | 1 - 14 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | SA8650 (Proxy) | SA8650P Proxy | QNN | 8.692 ms | 5 - 7 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | SA8775P ADP | SA8775P | TFLITE | 22.185 ms | 0 - 24 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | SA8775P ADP | SA8775P | QNN | 13.053 ms | 1 - 10 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 109.65 ms | 1 - 23 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 98.564 ms | 0 - 8 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 17.515 ms | 0 - 13 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 8.697 ms | 5 - 7 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 22.185 ms | 0 - 24 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 13.053 ms | 1 - 10 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 20.436 ms | 1 - 38 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 10.483 ms | 5 - 36 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 9.44 ms | 5 - 5 MB | FP16 | NPU | -- |
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+ | Yolo-v7 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 13.944 ms | 9 - 9 MB | FP16 | NPU | -- |
 
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