Hugging Face's logo

qualcomm
/
Person-Foot-Detection-Quantized

Object Detection
PyTorch
TF Lite
ONNX
real_time
quantized
android
Model card Files Community
qaihm-bot commited on
Commit
84b2f78
·
verified ·
1 Parent(s): 64c73d0

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +27 -27
README.md CHANGED
@@ -15,7 +15,7 @@ tags:
15
  ## Multi-task Human detector
16
 
17
 
18
- FootTrackNet can detect person and face bounding boxes, head and feet landmark locations and feet visibility.
19
 
20
  This model is an implementation of Person-Foot-Detection-Quantized found [here](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/foot_track_net_quantized/model.py).
21
 
@@ -38,32 +38,32 @@ More details on model performance across various devices, can be found
38
 
39
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
40
  |---|---|---|---|---|---|---|---|---|
41
- | Person-Foot-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.147 ms | 0 - 76 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
42
- | Person-Foot-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.295 ms | 0 - 62 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.so](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.so) |
43
- | Person-Foot-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.683 ms | 0 - 4 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
44
- | Person-Foot-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.797 ms | 0 - 49 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
45
- | Person-Foot-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.867 ms | 1 - 23 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.so](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.so) |
46
- | Person-Foot-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.16 ms | 0 - 57 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
47
- | Person-Foot-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.766 ms | 0 - 33 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
48
- | Person-Foot-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.832 ms | 1 - 22 MB | INT8 | NPU | Use Export Script |
49
- | Person-Foot-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.125 ms | 0 - 40 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
50
- | Person-Foot-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 5.443 ms | 1 - 35 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
51
- | Person-Foot-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 7.094 ms | 1 - 9 MB | INT8 | NPU | Use Export Script |
52
- | Person-Foot-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 26.272 ms | 1 - 8 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
53
  | Person-Foot-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.137 ms | 0 - 1 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
54
- | Person-Foot-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.223 ms | 1 - 2 MB | INT8 | NPU | Use Export Script |
55
- | Person-Foot-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.148 ms | 0 - 1 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
56
- | Person-Foot-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.239 ms | 1 - 2 MB | INT8 | NPU | Use Export Script |
57
- | Person-Foot-Detection-Quantized | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 1.147 ms | 0 - 1 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
58
- | Person-Foot-Detection-Quantized | SA8775 (Proxy) | SA8775P Proxy | QNN | 1.238 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
59
- | Person-Foot-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.153 ms | 0 - 5 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
60
- | Person-Foot-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.239 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
61
- | Person-Foot-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.244 ms | 0 - 33 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
62
- | Person-Foot-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 2.515 ms | 1 - 6 MB | INT8 | NPU | Use Export Script |
63
- | Person-Foot-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.452 ms | 0 - 48 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
64
- | Person-Foot-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.59 ms | 1 - 28 MB | INT8 | NPU | Use Export Script |
65
- | Person-Foot-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.456 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
66
- | Person-Foot-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.743 ms | 8 - 8 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
67
 
68
 
69
 
@@ -129,7 +129,7 @@ Person-Foot-Detection-Quantized
129
  Device : Samsung Galaxy S23 (13)
130
  Runtime : TFLITE
131
  Estimated inference time (ms) : 1.1
132
- Estimated peak memory usage (MB): [0, 76]
133
  Total # Ops : 146
134
  Compute Unit(s) : NPU (146 ops)
135
  ```
 
15
  ## Multi-task Human detector
16
 
17
 
18
+ Real-time multiple person detection with accurate feet localization optimized for mobile and edge.
19
 
20
  This model is an implementation of Person-Foot-Detection-Quantized found [here](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/foot_track_net_quantized/model.py).
21
 
 
38
 
39
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
40
  |---|---|---|---|---|---|---|---|---|
41
+ | Person-Foot-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.15 ms | 0 - 1 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
42
+ | Person-Foot-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.287 ms | 1 - 8 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.so](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.so) |
43
+ | Person-Foot-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.637 ms | 0 - 4 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
44
+ | Person-Foot-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.798 ms | 0 - 49 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
45
+ | Person-Foot-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.882 ms | 1 - 25 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.so](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.so) |
46
+ | Person-Foot-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.133 ms | 0 - 57 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
47
+ | Person-Foot-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.684 ms | 0 - 33 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
48
+ | Person-Foot-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.831 ms | 0 - 21 MB | INT8 | NPU | Use Export Script |
49
+ | Person-Foot-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.121 ms | 0 - 40 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
50
+ | Person-Foot-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 5.372 ms | 0 - 36 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
51
+ | Person-Foot-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.758 ms | 1 - 9 MB | INT8 | NPU | Use Export Script |
52
+ | Person-Foot-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 26.589 ms | 1 - 8 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
53
  | Person-Foot-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.137 ms | 0 - 1 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
54
+ | Person-Foot-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.226 ms | 1 - 2 MB | INT8 | NPU | Use Export Script |
55
+ | Person-Foot-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.152 ms | 0 - 5 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
56
+ | Person-Foot-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.239 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
57
+ | Person-Foot-Detection-Quantized | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 1.15 ms | 0 - 1 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
58
+ | Person-Foot-Detection-Quantized | SA8775 (Proxy) | SA8775P Proxy | QNN | 1.24 ms | 1 - 2 MB | INT8 | NPU | Use Export Script |
59
+ | Person-Foot-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.189 ms | 0 - 1 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
60
+ | Person-Foot-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.268 ms | 1 - 2 MB | INT8 | NPU | Use Export Script |
61
+ | Person-Foot-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.253 ms | 0 - 32 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
62
+ | Person-Foot-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 2.367 ms | 0 - 5 MB | INT8 | NPU | Use Export Script |
63
+ | Person-Foot-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.37 ms | 0 - 49 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
64
+ | Person-Foot-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.57 ms | 1 - 27 MB | INT8 | NPU | Use Export Script |
65
+ | Person-Foot-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.421 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
66
+ | Person-Foot-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.74 ms | 8 - 8 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
67
 
68
 
69
 
 
129
  Device : Samsung Galaxy S23 (13)
130
  Runtime : TFLITE
131
  Estimated inference time (ms) : 1.1
132
+ Estimated peak memory usage (MB): [0, 1]
133
  Total # Ops : 146
134
  Compute Unit(s) : NPU (146 ops)
135
  ```