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RTMPose_Body2d

Keypoint Detection
PyTorch
LiteRT
ONNX
android
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@@ -33,35 +33,35 @@ 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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- | RTMPose_Body2d | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.103 ms | 0 - 159 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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- | RTMPose_Body2d | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.024 ms | 1 - 3 MB | FP16 | NPU | [RTMPose_Body2d.so](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.so) |
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- | RTMPose_Body2d | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.863 ms | 0 - 150 MB | FP16 | NPU | [RTMPose_Body2d.onnx](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.onnx) |
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- | RTMPose_Body2d | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.535 ms | 0 - 25 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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- | RTMPose_Body2d | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.553 ms | 1 - 20 MB | FP16 | NPU | [RTMPose_Body2d.so](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.so) |
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- | RTMPose_Body2d | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.269 ms | 0 - 28 MB | FP16 | NPU | [RTMPose_Body2d.onnx](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.onnx) |
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- | RTMPose_Body2d | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.526 ms | 0 - 21 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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- | RTMPose_Body2d | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.42 ms | 1 - 21 MB | FP16 | NPU | Use Export Script |
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- | RTMPose_Body2d | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.018 ms | 0 - 22 MB | FP16 | NPU | [RTMPose_Body2d.onnx](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.onnx) |
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- | RTMPose_Body2d | SA7255P ADP | SA7255P | TFLITE | 46.86 ms | 1 - 14 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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- | RTMPose_Body2d | SA7255P ADP | SA7255P | QNN | 47.027 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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- | RTMPose_Body2d | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.103 ms | 0 - 159 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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- | RTMPose_Body2d | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.028 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | RTMPose_Body2d | SA8295P ADP | SA8295P | TFLITE | 4.016 ms | 0 - 16 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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- | RTMPose_Body2d | SA8295P ADP | SA8295P | QNN | 4.057 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | RTMPose_Body2d | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.112 ms | 0 - 158 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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- | RTMPose_Body2d | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.037 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | RTMPose_Body2d | SA8775P ADP | SA8775P | TFLITE | 3.456 ms | 0 - 14 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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- | RTMPose_Body2d | SA8775P ADP | SA8775P | QNN | 3.496 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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- | RTMPose_Body2d | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 46.86 ms | 1 - 14 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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- | RTMPose_Body2d | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 47.027 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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- | RTMPose_Body2d | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.096 ms | 0 - 159 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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- | RTMPose_Body2d | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.016 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | RTMPose_Body2d | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 3.456 ms | 0 - 14 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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- | RTMPose_Body2d | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 3.496 ms | 1 - 9 MB | FP16 | NPU | Use Export Script |
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- | RTMPose_Body2d | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.389 ms | 0 - 21 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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- | RTMPose_Body2d | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.541 ms | 1 - 26 MB | FP16 | NPU | Use Export Script |
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- | RTMPose_Body2d | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.155 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | RTMPose_Body2d | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.773 ms | 38 - 38 MB | FP16 | NPU | [RTMPose_Body2d.onnx](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.onnx) |
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@@ -125,8 +125,8 @@ Profiling Results
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  RTMPose_Body2d
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 2.1
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- Estimated peak memory usage (MB): [0, 159]
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  Total # Ops : 256
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  Compute Unit(s) : NPU (256 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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+ | RTMPose_Body2d | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.904 ms | 0 - 243 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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+ | RTMPose_Body2d | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.821 ms | 1 - 3 MB | FP16 | NPU | [RTMPose_Body2d.so](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.so) |
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+ | RTMPose_Body2d | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.444 ms | 0 - 109 MB | FP16 | NPU | [RTMPose_Body2d.onnx](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.onnx) |
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+ | RTMPose_Body2d | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.411 ms | 0 - 61 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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+ | RTMPose_Body2d | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.381 ms | 1 - 19 MB | FP16 | NPU | [RTMPose_Body2d.so](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.so) |
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+ | RTMPose_Body2d | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.725 ms | 0 - 24 MB | FP16 | NPU | [RTMPose_Body2d.onnx](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.onnx) |
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+ | RTMPose_Body2d | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.176 ms | 0 - 36 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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+ | RTMPose_Body2d | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.185 ms | 0 - 20 MB | FP16 | NPU | Use Export Script |
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+ | RTMPose_Body2d | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.521 ms | 1 - 21 MB | FP16 | NPU | [RTMPose_Body2d.onnx](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.onnx) |
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+ | RTMPose_Body2d | SA7255P ADP | SA7255P | TFLITE | 46.39 ms | 1 - 29 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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+ | RTMPose_Body2d | SA7255P ADP | SA7255P | QNN | 46.336 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | RTMPose_Body2d | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.909 ms | 0 - 242 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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+ | RTMPose_Body2d | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.816 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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+ | RTMPose_Body2d | SA8295P ADP | SA8295P | TFLITE | 3.641 ms | 0 - 35 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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+ | RTMPose_Body2d | SA8295P ADP | SA8295P | QNN | 3.546 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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+ | RTMPose_Body2d | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.911 ms | 0 - 252 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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+ | RTMPose_Body2d | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.811 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | RTMPose_Body2d | SA8775P ADP | SA8775P | TFLITE | 3.188 ms | 0 - 30 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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+ | RTMPose_Body2d | SA8775P ADP | SA8775P | QNN | 3.009 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | RTMPose_Body2d | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 46.39 ms | 1 - 29 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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+ | RTMPose_Body2d | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 46.336 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | RTMPose_Body2d | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.905 ms | 0 - 240 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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+ | RTMPose_Body2d | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.823 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | RTMPose_Body2d | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 3.188 ms | 0 - 30 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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+ | RTMPose_Body2d | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 3.009 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | RTMPose_Body2d | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.051 ms | 0 - 55 MB | FP16 | NPU | [RTMPose_Body2d.tflite](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.tflite) |
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+ | RTMPose_Body2d | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.061 ms | 0 - 23 MB | FP16 | NPU | Use Export Script |
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+ | RTMPose_Body2d | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.915 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | RTMPose_Body2d | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.344 ms | 37 - 37 MB | FP16 | NPU | [RTMPose_Body2d.onnx](https://huggingface.co/qualcomm/RTMPose_Body2d/blob/main/RTMPose_Body2d.onnx) |
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  RTMPose_Body2d
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 1.9
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+ Estimated peak memory usage (MB): [0, 243]
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  Total # Ops : 256
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  Compute Unit(s) : NPU (256 ops)
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  ```