Hugging Face's logo

qualcomm
/
Person-Foot-Detection-Quantized

Object Detection
PyTorch
LiteRT
ONNX
real_time
quantized
android
Model card Files Community
qaihm-bot commited on
Commit
10452c2
·
verified ·
1 Parent(s): 9a31823

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +35 -31
README.md CHANGED
@@ -1,11 +1,11 @@
1
  ---
2
  library_name: pytorch
3
  license: bsd-3-clause
4
- pipeline_tag: object-detection
5
  tags:
6
  - real_time
7
  - quantized
8
  - android
 
9
 
10
  ---
11
 
@@ -38,34 +38,38 @@ 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 | 1.25 ms | 0 - 12 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 | 1.286 ms | 0 - 10 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 | 1.716 ms | 0 - 16 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 | 0.879 ms | 0 - 35 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 | 0.872 ms | 1 - 32 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 | 1.119 ms | 0 - 35 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 | 0.876 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) |
48
- | Person-Foot-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.84 ms | 1 - 29 MB | INT8 | NPU | Use Export Script |
49
- | Person-Foot-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.96 ms | 0 - 32 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 | 5.111 ms | 1 - 27 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 | 6.948 ms | 1 - 12 MB | INT8 | NPU | Use Export Script |
52
- | Person-Foot-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 26.551 ms | 1 - 4 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 | 1.242 ms | 0 - 12 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 | 1.236 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
55
- | Person-Foot-Detection-Quantized | SA7255P ADP | SA7255P | TFLITE | 19.585 ms | 1 - 23 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 | SA7255P ADP | SA7255P | QNN | 19.666 ms | 1 - 10 MB | INT8 | NPU | Use Export Script |
57
- | Person-Foot-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.245 ms | 0 - 11 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 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.246 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
59
- | Person-Foot-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.431 ms | 0 - 29 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 | SA8295P ADP | SA8295P | QNN | 2.558 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
61
- | Person-Foot-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.25 ms | 0 - 12 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 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.246 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
63
- | Person-Foot-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 1.968 ms | 0 - 23 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 | SA8775P ADP | SA8775P | QNN | 2.103 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
65
- | Person-Foot-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.532 ms | 0 - 30 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
66
- | Person-Foot-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.529 ms | 1 - 28 MB | INT8 | NPU | Use Export Script |
67
- | Person-Foot-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.4 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
68
- | Person-Foot-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.762 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) |
 
 
 
 
69
 
70
 
71
 
@@ -129,8 +133,8 @@ Profiling Results
129
  Person-Foot-Detection-Quantized
130
  Device : Samsung Galaxy S23 (13)
131
  Runtime : TFLITE
132
- Estimated inference time (ms) : 1.2
133
- Estimated peak memory usage (MB): [0, 12]
134
  Total # Ops : 145
135
  Compute Unit(s) : NPU (145 ops)
136
  ```
 
1
  ---
2
  library_name: pytorch
3
  license: bsd-3-clause
 
4
  tags:
5
  - real_time
6
  - quantized
7
  - android
8
+ pipeline_tag: object-detection
9
 
10
  ---
11
 
 
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 | 1.296 ms | 0 - 6 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 | 1.246 ms | 0 - 3 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 | 1.727 ms | 0 - 18 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 | 0.88 ms | 0 - 34 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 | 0.841 ms | 1 - 22 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 | 1.242 ms | 0 - 38 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 | 0.88 ms | 0 - 29 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 | 0.738 ms | 1 - 30 MB | INT8 | NPU | Use Export Script |
49
+ | Person-Foot-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.969 ms | 0 - 33 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 | SA7255P ADP | SA7255P | TFLITE | 19.56 ms | 1 - 22 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 | SA7255P ADP | SA7255P | QNN | 19.579 ms | 1 - 9 MB | INT8 | NPU | Use Export Script |
52
+ | Person-Foot-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.249 ms | 0 - 11 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 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.24 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
54
+ | Person-Foot-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.384 ms | 0 - 23 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
55
+ | Person-Foot-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 2.54 ms | 1 - 14 MB | INT8 | NPU | Use Export Script |
56
+ | Person-Foot-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.296 ms | 0 - 13 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
57
+ | Person-Foot-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.245 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
58
+ | Person-Foot-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 1.99 ms | 0 - 21 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
59
+ | Person-Foot-Detection-Quantized | SA8775P ADP | SA8775P | QNN | 2.029 ms | 1 - 9 MB | INT8 | NPU | Use Export Script |
60
+ | Person-Foot-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 5.342 ms | 1 - 28 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
61
+ | Person-Foot-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 7.194 ms | 1 - 13 MB | INT8 | NPU | Use Export Script |
62
+ | Person-Foot-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 27.833 ms | 1 - 4 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
63
+ | Person-Foot-Detection-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 19.56 ms | 1 - 22 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 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 19.579 ms | 1 - 9 MB | INT8 | NPU | Use Export Script |
65
+ | Person-Foot-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.256 ms | 0 - 13 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
66
+ | Person-Foot-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.235 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
67
+ | Person-Foot-Detection-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.99 ms | 0 - 21 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
68
+ | Person-Foot-Detection-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 2.029 ms | 1 - 9 MB | INT8 | NPU | Use Export Script |
69
+ | Person-Foot-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.579 ms | 0 - 30 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
70
+ | Person-Foot-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.724 ms | 1 - 30 MB | INT8 | NPU | Use Export Script |
71
+ | Person-Foot-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.455 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
72
+ | Person-Foot-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.876 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) |
73
 
74
 
75
 
 
133
  Person-Foot-Detection-Quantized
134
  Device : Samsung Galaxy S23 (13)
135
  Runtime : TFLITE
136
+ Estimated inference time (ms) : 1.3
137
+ Estimated peak memory usage (MB): [0, 6]
138
  Total # Ops : 145
139
  Compute Unit(s) : NPU (145 ops)
140
  ```