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Yolo-v6

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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- | Yolo-v6 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 6.222 ms | 0 - 2 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
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- | Yolo-v6 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 5.257 ms | 6 - 19 MB | FP16 | NPU | [Yolo-v6.so](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.so) |
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- | Yolo-v6 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 6.076 ms | 0 - 10 MB | FP16 | NPU | [Yolo-v6.onnx](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.onnx) |
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- | Yolo-v6 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 5.104 ms | 0 - 91 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
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- | Yolo-v6 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 4.097 ms | 5 - 51 MB | FP16 | NPU | [Yolo-v6.so](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.so) |
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- | Yolo-v6 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.477 ms | 0 - 105 MB | FP16 | NPU | [Yolo-v6.onnx](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.onnx) |
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- | Yolo-v6 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 6.174 ms | 0 - 3 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
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- | Yolo-v6 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 5.34 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v6 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 6.358 ms | 0 - 4 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
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- | Yolo-v6 | SA8255 (Proxy) | SA8255P Proxy | QNN | 5.372 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v6 | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 6.324 ms | 0 - 4 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
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- | Yolo-v6 | SA8775 (Proxy) | SA8775P Proxy | QNN | 5.321 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v6 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 6.286 ms | 0 - 2 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
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- | Yolo-v6 | SA8650 (Proxy) | SA8650P Proxy | QNN | 5.354 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v6 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 7.785 ms | 0 - 75 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
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- | Yolo-v6 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 6.945 ms | 5 - 47 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v6 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 4.37 ms | 0 - 59 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
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- | Yolo-v6 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.412 ms | 5 - 48 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v6 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.075 ms | 5 - 71 MB | FP16 | NPU | [Yolo-v6.onnx](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.onnx) |
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- | Yolo-v6 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.728 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v6 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.407 ms | 8 - 8 MB | FP16 | NPU | [Yolo-v6.onnx](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.onnx) |
 
 
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@@ -119,7 +121,7 @@ Profiling Results
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  Yolo-v6
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 6.2
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  Estimated peak memory usage (MB): [0, 2]
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  Total # Ops : 182
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  Compute Unit(s) : NPU (182 ops)
 
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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-v6 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 5.895 ms | 0 - 2 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
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+ | Yolo-v6 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 5.264 ms | 5 - 18 MB | FP16 | NPU | [Yolo-v6.so](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.so) |
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+ | Yolo-v6 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 6.165 ms | 0 - 10 MB | FP16 | NPU | [Yolo-v6.onnx](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.onnx) |
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+ | Yolo-v6 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 4.17 ms | 0 - 92 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
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+ | Yolo-v6 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.741 ms | 5 - 50 MB | FP16 | NPU | [Yolo-v6.so](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.so) |
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+ | Yolo-v6 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 4.248 ms | 5 - 113 MB | FP16 | NPU | [Yolo-v6.onnx](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.onnx) |
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+ | Yolo-v6 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 4.279 ms | 0 - 58 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
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+ | Yolo-v6 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.856 ms | 5 - 48 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v6 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.517 ms | 0 - 66 MB | FP16 | NPU | [Yolo-v6.onnx](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.onnx) |
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+ | Yolo-v6 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 5.93 ms | 0 - 3 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
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+ | Yolo-v6 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 5.344 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v6 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 6.003 ms | 0 - 3 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
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+ | Yolo-v6 | SA8255 (Proxy) | SA8255P Proxy | QNN | 5.444 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v6 | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 6.06 ms | 0 - 4 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
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+ | Yolo-v6 | SA8775 (Proxy) | SA8775P Proxy | QNN | 5.401 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v6 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 5.916 ms | 0 - 9 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
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+ | Yolo-v6 | SA8650 (Proxy) | SA8650P Proxy | QNN | 5.338 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v6 | SA8295P ADP | SA8295P | TFLITE | 8.3 ms | 0 - 43 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
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+ | Yolo-v6 | SA8295P ADP | SA8295P | QNN | 7.527 ms | 0 - 5 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v6 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 7.293 ms | 0 - 74 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
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+ | Yolo-v6 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 7.004 ms | 5 - 46 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v6 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.72 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v6 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.384 ms | 7 - 7 MB | FP16 | NPU | [Yolo-v6.onnx](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.onnx) |
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  Yolo-v6
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 5.9
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  Estimated peak memory usage (MB): [0, 2]
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  Total # Ops : 182
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  Compute Unit(s) : NPU (182 ops)