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Yolo-v7

Object Detection
PyTorch
real_time
android
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@@ -35,29 +35,31 @@ More details on model performance across various devices, can be found
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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 | 15.363 ms | 0 - 18 MB | FP16 | NPU | [Yolo-v7.tflite](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.tflite) |
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  | Yolo-v7 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 10.64 ms | 5 - 21 MB | FP16 | NPU | [Yolo-v7.so](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.so) |
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- | Yolo-v7 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 12.262 ms | 0 - 12 MB | FP16 | NPU | [Yolo-v7.onnx](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.onnx) |
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- | Yolo-v7 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 10.281 ms | 1 - 46 MB | FP16 | NPU | [Yolo-v7.tflite](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.tflite) |
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- | Yolo-v7 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 7.246 ms | 73 - 142 MB | FP16 | NPU | [Yolo-v7.so](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.so) |
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- | Yolo-v7 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 8.246 ms | 6 - 127 MB | FP16 | NPU | [Yolo-v7.onnx](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.onnx) |
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- | Yolo-v7 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 12.198 ms | 1 - 70 MB | FP16 | NPU | [Yolo-v7.tflite](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.tflite) |
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- | Yolo-v7 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 7.087 ms | 5 - 71 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v7 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 8.166 ms | 6 - 89 MB | FP16 | NPU | [Yolo-v7.onnx](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.onnx) |
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- | Yolo-v7 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 15.228 ms | 1 - 18 MB | FP16 | NPU | [Yolo-v7.tflite](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.tflite) |
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- | Yolo-v7 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 10.389 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v7 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 15.315 ms | 1 - 16 MB | FP16 | NPU | [Yolo-v7.tflite](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.tflite) |
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- | Yolo-v7 | SA8255 (Proxy) | SA8255P Proxy | QNN | 10.579 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v7 | SA8295P ADP | SA8295P | TFLITE | 19.755 ms | 1 - 41 MB | FP16 | NPU | [Yolo-v7.tflite](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.tflite) |
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- | Yolo-v7 | SA8295P ADP | SA8295P | QNN | 13.021 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v7 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 15.333 ms | 1 - 21 MB | FP16 | NPU | [Yolo-v7.tflite](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.tflite) |
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- | Yolo-v7 | SA8650 (Proxy) | SA8650P Proxy | QNN | 10.562 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v7 | SA8775P ADP | SA8775P | TFLITE | 20.426 ms | 1 - 40 MB | FP16 | NPU | [Yolo-v7.tflite](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.tflite) |
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- | Yolo-v7 | SA8775P ADP | SA8775P | QNN | 14.774 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v7 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 17.644 ms | 1 - 46 MB | FP16 | NPU | [Yolo-v7.tflite](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.tflite) |
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- | Yolo-v7 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 12.655 ms | 5 - 62 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v7 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 10.994 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v7 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.522 ms | 9 - 9 MB | FP16 | NPU | [Yolo-v7.onnx](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.onnx) |
 
 
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@@ -122,8 +124,8 @@ Profiling Results
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  Yolo-v7
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 15.4
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- Estimated peak memory usage (MB): [0, 18]
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  Total # Ops : 215
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  Compute Unit(s) : NPU (215 ops)
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  ```
 
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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 | 15.338 ms | 0 - 11 MB | FP16 | NPU | [Yolo-v7.tflite](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.tflite) |
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  | Yolo-v7 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 10.64 ms | 5 - 21 MB | FP16 | NPU | [Yolo-v7.so](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.so) |
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+ | Yolo-v7 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 12.368 ms | 0 - 12 MB | FP16 | NPU | [Yolo-v7.onnx](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.onnx) |
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+ | Yolo-v7 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 10.254 ms | 1 - 48 MB | FP16 | NPU | [Yolo-v7.tflite](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.tflite) |
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+ | Yolo-v7 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 7.118 ms | 5 - 79 MB | FP16 | NPU | [Yolo-v7.so](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.so) |
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+ | Yolo-v7 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 8.093 ms | 6 - 126 MB | FP16 | NPU | [Yolo-v7.onnx](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.onnx) |
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+ | Yolo-v7 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 10.69 ms | 1 - 42 MB | FP16 | NPU | [Yolo-v7.tflite](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.tflite) |
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+ | Yolo-v7 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 6.061 ms | 5 - 70 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v7 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 8.134 ms | 6 - 90 MB | FP16 | NPU | [Yolo-v7.onnx](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.onnx) |
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+ | Yolo-v7 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 15.23 ms | 1 - 21 MB | FP16 | NPU | [Yolo-v7.tflite](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.tflite) |
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+ | Yolo-v7 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 10.416 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v7 | SA7255P ADP | SA7255P | TFLITE | 108.031 ms | 1 - 41 MB | FP16 | NPU | [Yolo-v7.tflite](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.tflite) |
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+ | Yolo-v7 | SA7255P ADP | SA7255P | QNN | 100.67 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v7 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 15.382 ms | 0 - 19 MB | FP16 | NPU | [Yolo-v7.tflite](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.tflite) |
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+ | Yolo-v7 | SA8255 (Proxy) | SA8255P Proxy | QNN | 10.415 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v7 | SA8295P ADP | SA8295P | TFLITE | 19.706 ms | 1 - 45 MB | FP16 | NPU | [Yolo-v7.tflite](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.tflite) |
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+ | Yolo-v7 | SA8295P ADP | SA8295P | QNN | 13.216 ms | 0 - 5 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v7 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 15.234 ms | 1 - 18 MB | FP16 | NPU | [Yolo-v7.tflite](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.tflite) |
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+ | Yolo-v7 | SA8650 (Proxy) | SA8650P Proxy | QNN | 10.54 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v7 | SA8775P ADP | SA8775P | TFLITE | 20.5 ms | 1 - 41 MB | FP16 | NPU | [Yolo-v7.tflite](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.tflite) |
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+ | Yolo-v7 | SA8775P ADP | SA8775P | QNN | 14.79 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v7 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 17.522 ms | 0 - 51 MB | FP16 | NPU | [Yolo-v7.tflite](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.tflite) |
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+ | Yolo-v7 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 12.712 ms | 5 - 66 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v7 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 10.995 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v7 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.222 ms | 10 - 10 MB | FP16 | NPU | [Yolo-v7.onnx](https://huggingface.co/qualcomm/Yolo-v7/blob/main/Yolo-v7.onnx) |
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  Yolo-v7
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 15.3
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+ Estimated peak memory usage (MB): [0, 11]
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  Total # Ops : 215
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  Compute Unit(s) : NPU (215 ops)
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  ```