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MediaPipe-Pose-Estimation

Keypoint Detection
PyTorch
LiteRT
ONNX
real_time
android
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v0.31.0

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.31.0 for changelog.

Files changed (4) hide show
  1. .gitattributes +2 -0
  2. MediaPipe-Pose-Estimation_PoseDetector.dlc +3 -0
  3. MediaPipe-Pose-Estimation_PoseLandmarkDetector.dlc +3 -0
  4. README.md +61 -61
.gitattributes CHANGED
@@ -37,3 +37,5 @@ MediaPipePoseDetector.so filter=lfs diff=lfs merge=lfs -text
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  MediaPipePoseLandmarkDetector.so filter=lfs diff=lfs merge=lfs -text
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  PoseDetector.so filter=lfs diff=lfs merge=lfs -text
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  PoseLandmarkDetector.so filter=lfs diff=lfs merge=lfs -text
 
 
 
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  MediaPipePoseLandmarkDetector.so filter=lfs diff=lfs merge=lfs -text
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  PoseDetector.so filter=lfs diff=lfs merge=lfs -text
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  PoseLandmarkDetector.so filter=lfs diff=lfs merge=lfs -text
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+ MediaPipe-Pose-Estimation_PoseDetector.dlc filter=lfs diff=lfs merge=lfs -text
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+ MediaPipe-Pose-Estimation_PoseLandmarkDetector.dlc filter=lfs diff=lfs merge=lfs -text
MediaPipe-Pose-Estimation_PoseDetector.dlc ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:66bcb92392479a62dea74d511822f195d4cb90cab65eac4fd4000f81aee39006
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+ size 3438185
MediaPipe-Pose-Estimation_PoseLandmarkDetector.dlc ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:84d01531c33d2b290f1dade972314d27fd817fbc0b1686928c8d0764d6215ce9
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+ size 13780425
README.md CHANGED
@@ -36,64 +36,64 @@ More details on model performance across various devices, can be found
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
- | PoseDetector | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 37.847 ms | 0 - 17 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseDetector | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 37.804 ms | 0 - 9 MB | NPU | Use Export Script |
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- | PoseDetector | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.906 ms | 0 - 32 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
42
- | PoseDetector | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.935 ms | 0 - 26 MB | NPU | Use Export Script |
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- | PoseDetector | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.781 ms | 0 - 5 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseDetector | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.758 ms | 0 - 3 MB | NPU | Use Export Script |
45
- | PoseDetector | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.459 ms | 0 - 19 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
46
- | PoseDetector | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.423 ms | 0 - 13 MB | NPU | Use Export Script |
47
- | PoseDetector | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 37.847 ms | 0 - 17 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseDetector | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 37.804 ms | 0 - 9 MB | NPU | Use Export Script |
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- | PoseDetector | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.774 ms | 0 - 30 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
50
- | PoseDetector | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.751 ms | 0 - 2 MB | NPU | Use Export Script |
51
- | PoseDetector | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.334 ms | 0 - 20 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
52
- | PoseDetector | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 2.318 ms | 0 - 18 MB | NPU | Use Export Script |
53
- | PoseDetector | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.78 ms | 0 - 29 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
54
- | PoseDetector | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.755 ms | 0 - 2 MB | NPU | Use Export Script |
55
- | PoseDetector | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.459 ms | 0 - 19 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
56
- | PoseDetector | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.423 ms | 0 - 13 MB | NPU | Use Export Script |
57
- | PoseDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.776 ms | 0 - 29 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
58
- | PoseDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.744 ms | 0 - 19 MB | NPU | Use Export Script |
59
- | PoseDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.902 ms | 0 - 13 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
60
- | PoseDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.568 ms | 0 - 30 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.552 ms | 0 - 31 MB | NPU | Use Export Script |
62
- | PoseDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.666 ms | 0 - 35 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
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- | PoseDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.457 ms | 0 - 22 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.548 ms | 0 - 20 MB | NPU | Use Export Script |
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- | PoseDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.573 ms | 0 - 21 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
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- | PoseDetector | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.902 ms | 0 - 0 MB | NPU | Use Export Script |
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- | PoseDetector | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.94 ms | 0 - 0 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
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- | PoseLandmarkDetector | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 17.132 ms | 0 - 36 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 17.105 ms | 1 - 10 MB | NPU | Use Export Script |
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- | PoseLandmarkDetector | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.04 ms | 0 - 50 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.157 ms | 1 - 40 MB | NPU | Use Export Script |
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- | PoseLandmarkDetector | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.788 ms | 0 - 77 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.799 ms | 1 - 12 MB | NPU | Use Export Script |
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- | PoseLandmarkDetector | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.444 ms | 0 - 36 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.418 ms | 1 - 13 MB | NPU | Use Export Script |
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- | PoseLandmarkDetector | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 17.132 ms | 0 - 36 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 17.105 ms | 1 - 10 MB | NPU | Use Export Script |
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- | PoseLandmarkDetector | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.789 ms | 0 - 80 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.815 ms | 1 - 3 MB | NPU | Use Export Script |
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- | PoseLandmarkDetector | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.415 ms | 0 - 27 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.361 ms | 0 - 17 MB | NPU | Use Export Script |
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- | PoseLandmarkDetector | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.787 ms | 0 - 81 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.802 ms | 1 - 3 MB | NPU | Use Export Script |
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- | PoseLandmarkDetector | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.444 ms | 0 - 36 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.418 ms | 1 - 13 MB | NPU | Use Export Script |
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- | PoseLandmarkDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.8 ms | 0 - 80 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.804 ms | 0 - 46 MB | NPU | Use Export Script |
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- | PoseLandmarkDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.125 ms | 0 - 40 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
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- | PoseLandmarkDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.596 ms | 0 - 56 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.599 ms | 0 - 50 MB | NPU | Use Export Script |
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- | PoseLandmarkDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.808 ms | 0 - 55 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
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- | PoseLandmarkDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.605 ms | 0 - 43 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.574 ms | 1 - 29 MB | NPU | Use Export Script |
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- | PoseLandmarkDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.816 ms | 1 - 30 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
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- | PoseLandmarkDetector | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.16 ms | 1 - 1 MB | NPU | Use Export Script |
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- | PoseLandmarkDetector | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.157 ms | 7 - 7 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
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@@ -157,7 +157,7 @@ Profiling Results
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  PoseDetector
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 37.8
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  Estimated peak memory usage (MB): [0, 17]
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  Total # Ops : 106
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  Compute Unit(s) : npu (106 ops) gpu (0 ops) cpu (0 ops)
@@ -166,8 +166,8 @@ Compute Unit(s) : npu (106 ops) gpu (0 ops) cpu (0 ops)
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  PoseLandmarkDetector
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 17.1
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- Estimated peak memory usage (MB): [0, 36]
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  Total # Ops : 219
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  Compute Unit(s) : npu (219 ops) gpu (0 ops) cpu (0 ops)
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  ```
 
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
+ | PoseDetector | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 5.166 ms | 0 - 17 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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+ | PoseDetector | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 5.121 ms | 0 - 16 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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+ | PoseDetector | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.907 ms | 0 - 27 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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+ | PoseDetector | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.931 ms | 0 - 29 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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+ | PoseDetector | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.775 ms | 0 - 30 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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+ | PoseDetector | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.758 ms | 0 - 19 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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+ | PoseDetector | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.459 ms | 0 - 18 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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+ | PoseDetector | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.423 ms | 0 - 17 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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+ | PoseDetector | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 5.166 ms | 0 - 17 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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+ | PoseDetector | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 5.121 ms | 0 - 16 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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+ | PoseDetector | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.775 ms | 0 - 30 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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+ | PoseDetector | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.754 ms | 0 - 19 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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+ | PoseDetector | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.359 ms | 0 - 17 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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+ | PoseDetector | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 2.324 ms | 0 - 17 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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+ | PoseDetector | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.773 ms | 0 - 30 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
54
+ | PoseDetector | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.748 ms | 0 - 19 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
55
+ | PoseDetector | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.459 ms | 0 - 18 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
56
+ | PoseDetector | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.423 ms | 0 - 17 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
57
+ | PoseDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.779 ms | 0 - 30 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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+ | PoseDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.752 ms | 0 - 19 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
59
+ | PoseDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.92 ms | 0 - 13 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
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+ | PoseDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.564 ms | 0 - 30 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
61
+ | PoseDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.549 ms | 0 - 28 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
62
+ | PoseDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.646 ms | 0 - 35 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
63
+ | PoseDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.56 ms | 0 - 18 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
64
+ | PoseDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.448 ms | 0 - 18 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
65
+ | PoseDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.696 ms | 0 - 25 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
66
+ | PoseDetector | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 0.908 ms | 6 - 6 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
67
+ | PoseDetector | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.943 ms | 0 - 0 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
68
+ | PoseLandmarkDetector | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.202 ms | 0 - 35 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
69
+ | PoseLandmarkDetector | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 3.128 ms | 1 - 23 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
70
+ | PoseLandmarkDetector | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.999 ms | 0 - 46 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
71
+ | PoseLandmarkDetector | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.141 ms | 1 - 41 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
72
+ | PoseLandmarkDetector | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.81 ms | 0 - 81 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
73
+ | PoseLandmarkDetector | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.794 ms | 0 - 46 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
74
+ | PoseLandmarkDetector | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.456 ms | 0 - 35 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
75
+ | PoseLandmarkDetector | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.387 ms | 0 - 23 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
76
+ | PoseLandmarkDetector | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.202 ms | 0 - 35 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
77
+ | PoseLandmarkDetector | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 3.128 ms | 1 - 23 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
78
+ | PoseLandmarkDetector | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.805 ms | 0 - 81 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
79
+ | PoseLandmarkDetector | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.799 ms | 0 - 46 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
80
+ | PoseLandmarkDetector | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.418 ms | 0 - 27 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
81
+ | PoseLandmarkDetector | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 1.364 ms | 1 - 21 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
82
+ | PoseLandmarkDetector | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.81 ms | 0 - 77 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
83
+ | PoseLandmarkDetector | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.79 ms | 0 - 47 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
84
+ | PoseLandmarkDetector | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.456 ms | 0 - 35 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
85
+ | PoseLandmarkDetector | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.387 ms | 0 - 23 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
86
+ | PoseLandmarkDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.803 ms | 0 - 79 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
87
+ | PoseLandmarkDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.805 ms | 0 - 47 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
88
+ | PoseLandmarkDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.104 ms | 0 - 41 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
89
+ | PoseLandmarkDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.608 ms | 0 - 57 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
90
+ | PoseLandmarkDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.596 ms | 1 - 48 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
91
+ | PoseLandmarkDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.763 ms | 0 - 55 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
92
+ | PoseLandmarkDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.56 ms | 0 - 39 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
93
+ | PoseLandmarkDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.575 ms | 1 - 28 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
94
+ | PoseLandmarkDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.796 ms | 1 - 30 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
95
+ | PoseLandmarkDetector | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.021 ms | 29 - 29 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
96
+ | PoseLandmarkDetector | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.163 ms | 7 - 7 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
97
 
98
 
99
 
 
157
  PoseDetector
158
  Device : cs_8275 (ANDROID 14)
159
  Runtime : TFLITE
160
+ Estimated inference time (ms) : 5.2
161
  Estimated peak memory usage (MB): [0, 17]
162
  Total # Ops : 106
163
  Compute Unit(s) : npu (106 ops) gpu (0 ops) cpu (0 ops)
 
166
  PoseLandmarkDetector
167
  Device : cs_8275 (ANDROID 14)
168
  Runtime : TFLITE
169
+ Estimated inference time (ms) : 3.2
170
+ Estimated peak memory usage (MB): [0, 35]
171
  Total # Ops : 219
172
  Compute Unit(s) : npu (219 ops) gpu (0 ops) cpu (0 ops)
173
  ```