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YOLOv8-Detection

Object Detection
PyTorch
real_time
android
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@@ -35,27 +35,28 @@ 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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- | YOLOv8-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 5.198 ms | 0 - 163 MB | FP16 | NPU | [YOLOv8-Detection.tflite](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.tflite) |
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- | YOLOv8-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 5.304 ms | 5 - 20 MB | FP16 | NPU | [YOLOv8-Detection.so](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.so) |
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- | YOLOv8-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 6.063 ms | 5 - 10 MB | FP16 | NPU | [YOLOv8-Detection.onnx](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.onnx) |
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- | YOLOv8-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.84 ms | 0 - 92 MB | FP16 | NPU | [YOLOv8-Detection.tflite](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.tflite) |
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- | YOLOv8-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.826 ms | 5 - 53 MB | FP16 | NPU | [YOLOv8-Detection.so](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.so) |
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- | YOLOv8-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 5.039 ms | 5 - 114 MB | FP16 | NPU | [YOLOv8-Detection.onnx](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.onnx) |
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- | YOLOv8-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 5.145 ms | 0 - 2 MB | FP16 | NPU | [YOLOv8-Detection.tflite](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.tflite) |
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- | YOLOv8-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.996 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | YOLOv8-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 5.198 ms | 0 - 4 MB | FP16 | NPU | [YOLOv8-Detection.tflite](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.tflite) |
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- | YOLOv8-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 5.109 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | YOLOv8-Detection | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 5.234 ms | 0 - 2 MB | FP16 | NPU | [YOLOv8-Detection.tflite](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.tflite) |
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- | YOLOv8-Detection | SA8775 (Proxy) | SA8775P Proxy | QNN | 5.085 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | YOLOv8-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 5.156 ms | 0 - 16 MB | FP16 | NPU | [YOLOv8-Detection.tflite](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.tflite) |
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- | YOLOv8-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 5.069 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | YOLOv8-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 8.67 ms | 0 - 82 MB | FP16 | NPU | [YOLOv8-Detection.tflite](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.tflite) |
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- | YOLOv8-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 7.878 ms | 5 - 40 MB | FP16 | NPU | Use Export Script |
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- | YOLOv8-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 3.025 ms | 0 - 58 MB | FP16 | NPU | [YOLOv8-Detection.tflite](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.tflite) |
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- | YOLOv8-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.595 ms | 5 - 49 MB | FP16 | NPU | Use Export Script |
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- | YOLOv8-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.011 ms | 5 - 73 MB | FP16 | NPU | [YOLOv8-Detection.onnx](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.onnx) |
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- | YOLOv8-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.524 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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- | YOLOv8-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.702 ms | 5 - 5 MB | FP16 | NPU | [YOLOv8-Detection.onnx](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.onnx) |
 
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@@ -120,8 +121,8 @@ Profiling Results
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  YOLOv8-Detection
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 5.2
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- Estimated peak memory usage (MB): [0, 163]
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  Total # Ops : 290
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  Compute Unit(s) : NPU (290 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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+ | YOLOv8-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 5.145 ms | 0 - 2 MB | FP16 | NPU | [YOLOv8-Detection.tflite](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.tflite) |
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+ | YOLOv8-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 5.213 ms | 5 - 20 MB | FP16 | NPU | [YOLOv8-Detection.so](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.so) |
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+ | YOLOv8-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 6.086 ms | 5 - 11 MB | FP16 | NPU | [YOLOv8-Detection.onnx](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.onnx) |
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+ | YOLOv8-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.706 ms | 0 - 93 MB | FP16 | NPU | [YOLOv8-Detection.tflite](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.tflite) |
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+ | YOLOv8-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.682 ms | 5 - 53 MB | FP16 | NPU | [YOLOv8-Detection.so](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.so) |
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+ | YOLOv8-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.243 ms | 5 - 121 MB | FP16 | NPU | [YOLOv8-Detection.onnx](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.onnx) |
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+ | YOLOv8-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 3.672 ms | 0 - 58 MB | FP16 | NPU | [YOLOv8-Detection.tflite](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.tflite) |
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+ | YOLOv8-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.612 ms | 0 - 44 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 5.161 ms | 0 - 2 MB | FP16 | NPU | [YOLOv8-Detection.tflite](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.tflite) |
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+ | YOLOv8-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 5.024 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 5.183 ms | 0 - 2 MB | FP16 | NPU | [YOLOv8-Detection.tflite](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.tflite) |
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+ | YOLOv8-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 5.025 ms | 6 - 7 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Detection | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 5.245 ms | 0 - 2 MB | FP16 | NPU | [YOLOv8-Detection.tflite](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.tflite) |
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+ | YOLOv8-Detection | SA8775 (Proxy) | SA8775P Proxy | QNN | 5.04 ms | 6 - 7 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 5.268 ms | 0 - 2 MB | FP16 | NPU | [YOLOv8-Detection.tflite](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.tflite) |
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+ | YOLOv8-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 5.024 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Detection | SA8295P ADP | SA8295P | TFLITE | 9.915 ms | 0 - 51 MB | FP16 | NPU | [YOLOv8-Detection.tflite](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.tflite) |
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+ | YOLOv8-Detection | SA8295P ADP | SA8295P | QNN | 10.202 ms | 0 - 5 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 8.701 ms | 0 - 82 MB | FP16 | NPU | [YOLOv8-Detection.tflite](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.tflite) |
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+ | YOLOv8-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 7.855 ms | 5 - 39 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.582 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv8-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.721 ms | 5 - 5 MB | FP16 | NPU | [YOLOv8-Detection.onnx](https://huggingface.co/qualcomm/YOLOv8-Detection/blob/main/YOLOv8-Detection.onnx) |
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  YOLOv8-Detection
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 5.1
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+ Estimated peak memory usage (MB): [0, 2]
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  Total # Ops : 290
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  Compute Unit(s) : NPU (290 ops)
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  ```