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Yolo-v6

Object Detection
PyTorch
TF Lite
ONNX
real_time
android
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@@ -35,31 +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-v6 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 5.255 ms | 0 - 15 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 | 4.813 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 | 6.282 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 | 3.682 ms | 0 - 47 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 | 3.456 ms | 5 - 56 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 | 4.129 ms | 5 - 111 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 | 3.679 ms | 0 - 41 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 | 3.446 ms | 5 - 52 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v6 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.143 ms | 5 - 75 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 | 5.243 ms | 0 - 17 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 | 4.619 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v6 | SA7255P ADP | SA7255P | TFLITE | 79.39 ms | 0 - 39 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
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- | Yolo-v6 | SA7255P ADP | SA7255P | QNN | 78.372 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v6 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 5.24 ms | 0 - 11 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 | 4.658 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v6 | SA8295P ADP | SA8295P | TFLITE | 7.626 ms | 0 - 31 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 | 7.116 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v6 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 5.354 ms | 0 - 16 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 | 4.676 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v6 | SA8775P ADP | SA8775P | TFLITE | 8.344 ms | 0 - 41 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
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- | Yolo-v6 | SA8775P ADP | SA8775P | QNN | 7.774 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v6 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 6.518 ms | 0 - 35 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 | 6.465 ms | 5 - 39 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v6 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.928 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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- | Yolo-v6 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.363 ms | 8 - 8 MB | FP16 | NPU | [Yolo-v6.onnx](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.onnx) |
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@@ -123,8 +123,8 @@ 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) : 5.3
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- Estimated peak memory usage (MB): [0, 15]
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  Total # Ops : 182
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  Compute Unit(s) : NPU (182 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-v6 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 5.183 ms | 0 - 17 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 | 4.839 ms | 5 - 13 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 | 6.217 ms | 5 - 43 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 | 3.663 ms | 0 - 47 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 | 3.453 ms | 5 - 54 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 | 4.252 ms | 5 - 64 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 | 3.047 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 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.855 ms | 0 - 49 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v6 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 4.361 ms | 6 - 55 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 | 5.168 ms | 0 - 16 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 | 4.608 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v6 | SA7255P ADP | SA7255P | TFLITE | 79.473 ms | 0 - 38 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
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+ | Yolo-v6 | SA7255P ADP | SA7255P | QNN | 78.409 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v6 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 5.221 ms | 0 - 16 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 | 4.626 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v6 | SA8295P ADP | SA8295P | TFLITE | 7.59 ms | 0 - 34 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 | 7.057 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v6 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 5.152 ms | 0 - 16 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 | 4.699 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v6 | SA8775P ADP | SA8775P | TFLITE | 8.228 ms | 0 - 38 MB | FP16 | NPU | [Yolo-v6.tflite](https://huggingface.co/qualcomm/Yolo-v6/blob/main/Yolo-v6.tflite) |
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+ | Yolo-v6 | SA8775P ADP | SA8775P | QNN | 7.763 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v6 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 6.527 ms | 0 - 34 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 | 6.366 ms | 5 - 40 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v6 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.946 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
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+ | Yolo-v6 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.352 ms | 8 - 8 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) : 5.2
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+ Estimated peak memory usage (MB): [0, 17]
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  Total # Ops : 182
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  Compute Unit(s) : NPU (182 ops)
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  ```