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YOLOv11-Detection

Object Detection
PyTorch
TF Lite
ONNX
real_time
android
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@@ -35,27 +35,29 @@ 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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- | YOLOv11-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 5.441 ms | 0 - 91 MB | FP16 | NPU | [YOLOv11-Detection.tflite](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.tflite) |
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- | YOLOv11-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 5.576 ms | 6 - 17 MB | FP16 | NPU | [YOLOv11-Detection.so](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.so) |
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- | YOLOv11-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 6.016 ms | 1 - 6 MB | FP16 | NPU | [YOLOv11-Detection.onnx](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.onnx) |
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- | YOLOv11-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.961 ms | 0 - 97 MB | FP16 | NPU | [YOLOv11-Detection.tflite](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.tflite) |
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- | YOLOv11-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.96 ms | 5 - 50 MB | FP16 | NPU | [YOLOv11-Detection.so](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.so) |
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- | YOLOv11-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.285 ms | 5 - 121 MB | FP16 | NPU | [YOLOv11-Detection.onnx](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.onnx) |
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- | YOLOv11-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 5.44 ms | 0 - 3 MB | FP16 | NPU | [YOLOv11-Detection.tflite](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.tflite) |
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- | YOLOv11-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 5.374 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | YOLOv11-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 5.435 ms | 0 - 10 MB | FP16 | NPU | [YOLOv11-Detection.tflite](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.tflite) |
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- | YOLOv11-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 5.407 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | YOLOv11-Detection | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 5.518 ms | 0 - 5 MB | FP16 | NPU | [YOLOv11-Detection.tflite](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.tflite) |
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- | YOLOv11-Detection | SA8775 (Proxy) | SA8775P Proxy | QNN | 5.402 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | YOLOv11-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 5.531 ms | 0 - 2 MB | FP16 | NPU | [YOLOv11-Detection.tflite](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.tflite) |
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- | YOLOv11-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 5.35 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | YOLOv11-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 9.143 ms | 0 - 91 MB | FP16 | NPU | [YOLOv11-Detection.tflite](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.tflite) |
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- | YOLOv11-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 8.619 ms | 5 - 37 MB | FP16 | NPU | Use Export Script |
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- | YOLOv11-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 3.848 ms | 0 - 64 MB | FP16 | NPU | [YOLOv11-Detection.tflite](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.tflite) |
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- | YOLOv11-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 4.086 ms | 5 - 49 MB | FP16 | NPU | Use Export Script |
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- | YOLOv11-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.299 ms | 0 - 74 MB | FP16 | NPU | [YOLOv11-Detection.onnx](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.onnx) |
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- | YOLOv11-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.7 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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- | YOLOv11-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.775 ms | 5 - 5 MB | FP16 | NPU | [YOLOv11-Detection.onnx](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.onnx) |
 
 
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@@ -120,8 +122,8 @@ Profiling Results
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  YOLOv11-Detection
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 5.4
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- Estimated peak memory usage (MB): [0, 91]
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  Total # Ops : 382
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  Compute Unit(s) : NPU (382 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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+ | YOLOv11-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 5.487 ms | 2 - 5 MB | FP16 | NPU | [YOLOv11-Detection.tflite](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.tflite) |
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+ | YOLOv11-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 5.583 ms | 6 - 17 MB | FP16 | NPU | [YOLOv11-Detection.so](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.so) |
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+ | YOLOv11-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 5.993 ms | 5 - 10 MB | FP16 | NPU | [YOLOv11-Detection.onnx](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.onnx) |
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+ | YOLOv11-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.877 ms | 0 - 99 MB | FP16 | NPU | [YOLOv11-Detection.tflite](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.tflite) |
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+ | YOLOv11-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.898 ms | 5 - 56 MB | FP16 | NPU | [YOLOv11-Detection.so](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.so) |
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+ | YOLOv11-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.139 ms | 5 - 121 MB | FP16 | NPU | [YOLOv11-Detection.onnx](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.onnx) |
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+ | YOLOv11-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 3.846 ms | 0 - 63 MB | FP16 | NPU | [YOLOv11-Detection.tflite](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.tflite) |
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+ | YOLOv11-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.881 ms | 5 - 49 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv11-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.045 ms | 5 - 78 MB | FP16 | NPU | [YOLOv11-Detection.onnx](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.onnx) |
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+ | YOLOv11-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 5.447 ms | 0 - 2 MB | FP16 | NPU | [YOLOv11-Detection.tflite](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.tflite) |
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+ | YOLOv11-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 5.353 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv11-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 5.464 ms | 0 - 149 MB | FP16 | NPU | [YOLOv11-Detection.tflite](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.tflite) |
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+ | YOLOv11-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 5.383 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv11-Detection | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 5.542 ms | 0 - 3 MB | FP16 | NPU | [YOLOv11-Detection.tflite](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.tflite) |
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+ | YOLOv11-Detection | SA8775 (Proxy) | SA8775P Proxy | QNN | 5.356 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv11-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 5.556 ms | 0 - 3 MB | FP16 | NPU | [YOLOv11-Detection.tflite](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.tflite) |
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+ | YOLOv11-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 5.338 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv11-Detection | SA8295P ADP | SA8295P | TFLITE | 10.484 ms | 0 - 58 MB | FP16 | NPU | [YOLOv11-Detection.tflite](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.tflite) |
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+ | YOLOv11-Detection | SA8295P ADP | SA8295P | QNN | 9.395 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv11-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 9.17 ms | 0 - 92 MB | FP16 | NPU | [YOLOv11-Detection.tflite](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.tflite) |
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+ | YOLOv11-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 8.548 ms | 5 - 40 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv11-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.757 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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+ | YOLOv11-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.887 ms | 5 - 5 MB | FP16 | NPU | [YOLOv11-Detection.onnx](https://huggingface.co/qualcomm/YOLOv11-Detection/blob/main/YOLOv11-Detection.onnx) |
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  YOLOv11-Detection
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 5.5
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+ Estimated peak memory usage (MB): [2, 5]
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  Total # Ops : 382
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  Compute Unit(s) : NPU (382 ops)
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  ```