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RTMPose-Body2d

Keypoint Detection
PyTorch
LiteRT
android
Model card Files Community
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v0.32.0

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.32.0 for changelog.

Files changed (7) hide show
  1. .gitattributes +1 -0
  2. DEPLOYMENT_MODEL_LICENSE.pdf +3 -0
  3. LICENSE +2 -0
  4. README.md +20 -20
  5. RTMPose-Body2d.onnx +2 -2
  6. RTMPose-Body2d_w8a16.dlc +2 -2
  7. RTMPose-Body2d_w8a16.onnx +2 -2
.gitattributes CHANGED
@@ -35,3 +35,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  RTMPose-Body2d.dlc filter=lfs diff=lfs merge=lfs -text
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  RTMPose-Body2d_w8a16.dlc filter=lfs diff=lfs merge=lfs -text
 
 
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  RTMPose-Body2d.dlc filter=lfs diff=lfs merge=lfs -text
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  RTMPose-Body2d_w8a16.dlc filter=lfs diff=lfs merge=lfs -text
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+ DEPLOYMENT_MODEL_LICENSE.pdf filter=lfs diff=lfs merge=lfs -text
DEPLOYMENT_MODEL_LICENSE.pdf ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:4409f93b0e82531303b3e10f52f1fdfb56467a25f05b7441c6bbd8bb8a64b42c
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+ size 109629
LICENSE ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ The license of the original trained model can be found at https://github.com/open-mmlab/mmpose/blob/main/LICENSE.
2
+ The license for the deployable model files (.tflite, .onnx, .dlc, .bin, etc.) can be found in DEPLOYMENT_MODEL_LICENSE.pdf.
README.md CHANGED
@@ -30,7 +30,7 @@ More details on model performance across various devices, can be found
30
  - Input resolution: 256x192
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  - Number of parameters: 17.9M
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  - Model size (float): 68.5 MB
33
- - Model size (w8a8): 17.52MB
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
36
  |---|---|---|---|---|---|---|---|---|
@@ -54,32 +54,32 @@ More details on model performance across various devices, can be found
54
  | RTMPose-Body2d | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 2.474 ms | 1 - 17 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.dlc) |
55
  | RTMPose-Body2d | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.874 ms | 0 - 255 MB | NPU | [RTMPose-Body2d.tflite](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.tflite) |
56
  | RTMPose-Body2d | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 1.773 ms | 0 - 100 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.dlc) |
57
- | RTMPose-Body2d | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.019 ms | 0 - 87 MB | NPU | [RTMPose-Body2d.onnx](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.onnx) |
58
  | RTMPose-Body2d | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.38 ms | 0 - 63 MB | NPU | [RTMPose-Body2d.tflite](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.tflite) |
59
  | RTMPose-Body2d | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.348 ms | 0 - 28 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.dlc) |
60
- | RTMPose-Body2d | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.459 ms | 0 - 30 MB | NPU | [RTMPose-Body2d.onnx](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.onnx) |
61
  | RTMPose-Body2d | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.323 ms | 0 - 38 MB | NPU | [RTMPose-Body2d.tflite](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.tflite) |
62
  | RTMPose-Body2d | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.264 ms | 0 - 23 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.dlc) |
63
- | RTMPose-Body2d | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.277 ms | 1 - 24 MB | NPU | [RTMPose-Body2d.onnx](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.onnx) |
64
  | RTMPose-Body2d | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.997 ms | 112 - 112 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.dlc) |
65
- | RTMPose-Body2d | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.019 ms | 38 - 38 MB | NPU | [RTMPose-Body2d.onnx](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.onnx) |
66
  | RTMPose-Body2d | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 4.031 ms | 0 - 28 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
67
- | RTMPose-Body2d | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 2.329 ms | 0 - 48 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
68
- | RTMPose-Body2d | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.786 ms | 0 - 112 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
69
- | RTMPose-Body2d | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 2.118 ms | 0 - 30 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
70
  | RTMPose-Body2d | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 4.031 ms | 0 - 28 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
71
- | RTMPose-Body2d | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.79 ms | 0 - 8 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
72
- | RTMPose-Body2d | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 2.726 ms | 0 - 33 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
73
- | RTMPose-Body2d | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.791 ms | 0 - 100 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
74
- | RTMPose-Body2d | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 2.118 ms | 0 - 30 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
75
- | RTMPose-Body2d | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 1.789 ms | 0 - 109 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
76
- | RTMPose-Body2d | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.897 ms | 0 - 61 MB | NPU | [RTMPose-Body2d.onnx](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.onnx) |
77
- | RTMPose-Body2d | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.234 ms | 0 - 50 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
78
- | RTMPose-Body2d | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.966 ms | 0 - 47 MB | NPU | [RTMPose-Body2d.onnx](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.onnx) |
79
- | RTMPose-Body2d | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.134 ms | 0 - 34 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
80
- | RTMPose-Body2d | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.989 ms | 0 - 34 MB | NPU | [RTMPose-Body2d.onnx](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.onnx) |
81
- | RTMPose-Body2d | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 2.048 ms | 99 - 99 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
82
- | RTMPose-Body2d | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.984 ms | 19 - 19 MB | NPU | [RTMPose-Body2d.onnx](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.onnx) |
83
 
84
 
85
 
 
30
  - Input resolution: 256x192
31
  - Number of parameters: 17.9M
32
  - Model size (float): 68.5 MB
33
+ - Model size (w8a16): 18.2 MB
34
 
35
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
36
  |---|---|---|---|---|---|---|---|---|
 
54
  | RTMPose-Body2d | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 2.474 ms | 1 - 17 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.dlc) |
55
  | RTMPose-Body2d | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.874 ms | 0 - 255 MB | NPU | [RTMPose-Body2d.tflite](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.tflite) |
56
  | RTMPose-Body2d | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 1.773 ms | 0 - 100 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.dlc) |
57
+ | RTMPose-Body2d | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.949 ms | 0 - 110 MB | NPU | [RTMPose-Body2d.onnx](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.onnx) |
58
  | RTMPose-Body2d | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.38 ms | 0 - 63 MB | NPU | [RTMPose-Body2d.tflite](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.tflite) |
59
  | RTMPose-Body2d | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.348 ms | 0 - 28 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.dlc) |
60
+ | RTMPose-Body2d | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.451 ms | 0 - 31 MB | NPU | [RTMPose-Body2d.onnx](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.onnx) |
61
  | RTMPose-Body2d | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.323 ms | 0 - 38 MB | NPU | [RTMPose-Body2d.tflite](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.tflite) |
62
  | RTMPose-Body2d | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.264 ms | 0 - 23 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.dlc) |
63
+ | RTMPose-Body2d | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.44 ms | 1 - 23 MB | NPU | [RTMPose-Body2d.onnx](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.onnx) |
64
  | RTMPose-Body2d | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.997 ms | 112 - 112 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.dlc) |
65
+ | RTMPose-Body2d | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.993 ms | 37 - 37 MB | NPU | [RTMPose-Body2d.onnx](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d.onnx) |
66
  | RTMPose-Body2d | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 4.031 ms | 0 - 28 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
67
+ | RTMPose-Body2d | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 2.291 ms | 0 - 52 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
68
+ | RTMPose-Body2d | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.784 ms | 0 - 109 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
69
+ | RTMPose-Body2d | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 2.098 ms | 0 - 29 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
70
  | RTMPose-Body2d | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 4.031 ms | 0 - 28 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
71
+ | RTMPose-Body2d | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.781 ms | 0 - 57 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
72
+ | RTMPose-Body2d | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 2.691 ms | 0 - 31 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
73
+ | RTMPose-Body2d | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.772 ms | 0 - 105 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
74
+ | RTMPose-Body2d | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 2.098 ms | 0 - 29 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
75
+ | RTMPose-Body2d | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 1.777 ms | 0 - 80 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
76
+ | RTMPose-Body2d | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.791 ms | 0 - 57 MB | NPU | [RTMPose-Body2d.onnx](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.onnx) |
77
+ | RTMPose-Body2d | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.237 ms | 0 - 51 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
78
+ | RTMPose-Body2d | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.973 ms | 0 - 47 MB | NPU | [RTMPose-Body2d.onnx](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.onnx) |
79
+ | RTMPose-Body2d | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.091 ms | 0 - 34 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
80
+ | RTMPose-Body2d | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.704 ms | 0 - 33 MB | NPU | [RTMPose-Body2d.onnx](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.onnx) |
81
+ | RTMPose-Body2d | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 2.009 ms | 99 - 99 MB | NPU | [RTMPose-Body2d.dlc](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.dlc) |
82
+ | RTMPose-Body2d | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.008 ms | 20 - 20 MB | NPU | [RTMPose-Body2d.onnx](https://huggingface.co/qualcomm/RTMPose-Body2d/blob/main/RTMPose-Body2d_w8a16.onnx) |
83
 
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