Hugging Face's logo

qualcomm
/
HRNetPose

Keypoint Detection
PyTorch
TF Lite
ONNX
android
Model card Files Community
qaihm-bot commited on
Commit
82d65e7
•
1 Parent(s): b174419

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +25 -24
README.md CHANGED
@@ -34,30 +34,31 @@ More details on model performance across various devices, can be found
34
 
35
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
36
  |---|---|---|---|---|---|---|---|---|
37
- | HRNetPose | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.853 ms | 0 - 59 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
38
- | HRNetPose | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.959 ms | 0 - 26 MB | FP16 | NPU | [HRNetPose.so](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.so) |
39
- | HRNetPose | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.914 ms | 0 - 595 MB | FP16 | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
40
- | HRNetPose | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.051 ms | 0 - 37 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
41
- | HRNetPose | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.176 ms | 0 - 31 MB | FP16 | NPU | [HRNetPose.so](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.so) |
42
- | HRNetPose | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.2 ms | 1 - 151 MB | FP16 | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
43
- | HRNetPose | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.689 ms | 0 - 33 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
44
- | HRNetPose | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.036 ms | 0 - 32 MB | FP16 | NPU | Use Export Script |
45
- | HRNetPose | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.141 ms | 0 - 72 MB | FP16 | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
46
- | HRNetPose | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.818 ms | 0 - 49 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
47
- | HRNetPose | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.706 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
48
- | HRNetPose | SA7255P ADP | SA7255P | QNN | 103.12 ms | 1 - 7 MB | FP16 | NPU | Use Export Script |
49
- | HRNetPose | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.834 ms | 0 - 39 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
 
50
  | HRNetPose | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.743 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
51
- | HRNetPose | SA8295P ADP | SA8295P | TFLITE | 4.653 ms | 0 - 51 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
52
- | HRNetPose | SA8295P ADP | SA8295P | QNN | 5.172 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
53
- | HRNetPose | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.855 ms | 0 - 58 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
54
- | HRNetPose | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.713 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
55
- | HRNetPose | SA8775P ADP | SA8775P | TFLITE | 5.449 ms | 0 - 33 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
56
- | HRNetPose | SA8775P ADP | SA8775P | QNN | 5.458 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
57
- | HRNetPose | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.8 ms | 0 - 30 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
58
- | HRNetPose | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.8 ms | 1 - 29 MB | FP16 | NPU | Use Export Script |
59
- | HRNetPose | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.023 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
60
- | HRNetPose | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.04 ms | 56 - 56 MB | FP16 | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
61
 
62
 
63
 
@@ -122,7 +123,7 @@ Profiling Results
122
  HRNetPose
123
  Device : Samsung Galaxy S23 (13)
124
  Runtime : TFLITE
125
- Estimated inference time (ms) : 2.9
126
  Estimated peak memory usage (MB): [0, 59]
127
  Total # Ops : 516
128
  Compute Unit(s) : NPU (516 ops)
 
34
 
35
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
36
  |---|---|---|---|---|---|---|---|---|
37
+ | HRNetPose | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.849 ms | 0 - 59 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
38
+ | HRNetPose | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.951 ms | 1 - 26 MB | FP16 | NPU | [HRNetPose.so](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.so) |
39
+ | HRNetPose | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.932 ms | 0 - 58 MB | FP16 | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
40
+ | HRNetPose | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.072 ms | 0 - 39 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
41
+ | HRNetPose | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.118 ms | 0 - 36 MB | FP16 | NPU | [HRNetPose.so](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.so) |
42
+ | HRNetPose | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.159 ms | 0 - 149 MB | FP16 | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
43
+ | HRNetPose | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.964 ms | 0 - 36 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
44
+ | HRNetPose | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.034 ms | 0 - 34 MB | FP16 | NPU | Use Export Script |
45
+ | HRNetPose | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.138 ms | 0 - 74 MB | FP16 | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
46
+ | HRNetPose | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.817 ms | 0 - 38 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
47
+ | HRNetPose | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.751 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
48
+ | HRNetPose | SA7255P ADP | SA7255P | TFLITE | 103.088 ms | 0 - 33 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
49
+ | HRNetPose | SA7255P ADP | SA7255P | QNN | 103.096 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
50
+ | HRNetPose | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.828 ms | 0 - 49 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
51
  | HRNetPose | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.743 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
52
+ | HRNetPose | SA8295P ADP | SA8295P | TFLITE | 4.613 ms | 0 - 28 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
53
+ | HRNetPose | SA8295P ADP | SA8295P | QNN | 4.705 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
54
+ | HRNetPose | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.814 ms | 0 - 27 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
55
+ | HRNetPose | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.757 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
56
+ | HRNetPose | SA8775P ADP | SA8775P | TFLITE | 5.44 ms | 0 - 33 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
57
+ | HRNetPose | SA8775P ADP | SA8775P | QNN | 5.505 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
58
+ | HRNetPose | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.812 ms | 0 - 34 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
59
+ | HRNetPose | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.936 ms | 0 - 29 MB | FP16 | NPU | Use Export Script |
60
+ | HRNetPose | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.961 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
61
+ | HRNetPose | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.984 ms | 57 - 57 MB | FP16 | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
62
 
63
 
64
 
 
123
  HRNetPose
124
  Device : Samsung Galaxy S23 (13)
125
  Runtime : TFLITE
126
+ Estimated inference time (ms) : 2.8
127
  Estimated peak memory usage (MB): [0, 59]
128
  Total # Ops : 516
129
  Compute Unit(s) : NPU (516 ops)