Hugging Face's logo

qualcomm
/
Lightweight-Face-Detection-Quantized

Object Detection
PyTorch
LiteRT
ONNX
real_time
quantized
android
Model card Files Community
1
qaihm-bot commited on
Commit
26e485d
·
verified ·
1 Parent(s): a24dfa1

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +33 -33
README.md CHANGED
@@ -35,38 +35,38 @@ More details on model performance across various devices, can be found
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
- | Lightweight-Face-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.435 ms | 0 - 8 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
39
- | Lightweight-Face-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.405 ms | 0 - 3 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.so](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.so) |
40
- | Lightweight-Face-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.566 ms | 0 - 11 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.onnx) |
41
- | Lightweight-Face-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.305 ms | 0 - 27 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
42
- | Lightweight-Face-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.29 ms | 0 - 19 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.so](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.so) |
43
- | Lightweight-Face-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.388 ms | 0 - 28 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.onnx) |
44
- | Lightweight-Face-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.255 ms | 0 - 21 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
45
- | Lightweight-Face-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.302 ms | 0 - 19 MB | INT8 | NPU | Use Export Script |
46
- | Lightweight-Face-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.343 ms | 0 - 26 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.onnx) |
47
- | Lightweight-Face-Detection | SA7255P ADP | SA7255P | TFLITE | 3.411 ms | 0 - 15 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
48
- | Lightweight-Face-Detection | SA7255P ADP | SA7255P | QNN | 3.279 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
49
- | Lightweight-Face-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.438 ms | 0 - 8 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
50
- | Lightweight-Face-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.398 ms | 0 - 4 MB | INT8 | NPU | Use Export Script |
51
- | Lightweight-Face-Detection | SA8295P ADP | SA8295P | TFLITE | 0.883 ms | 0 - 19 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
52
- | Lightweight-Face-Detection | SA8295P ADP | SA8295P | QNN | 0.834 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
53
- | Lightweight-Face-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.431 ms | 0 - 8 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
54
- | Lightweight-Face-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.402 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
55
- | Lightweight-Face-Detection | SA8775P ADP | SA8775P | TFLITE | 0.799 ms | 0 - 14 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
56
- | Lightweight-Face-Detection | SA8775P ADP | SA8775P | QNN | 0.729 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
57
- | Lightweight-Face-Detection | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.281 ms | 0 - 19 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
58
- | Lightweight-Face-Detection | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.543 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
59
- | Lightweight-Face-Detection | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 9.126 ms | 0 - 3 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
60
- | Lightweight-Face-Detection | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 3.411 ms | 0 - 15 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
61
- | Lightweight-Face-Detection | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 3.279 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
62
- | Lightweight-Face-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.437 ms | 0 - 5 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
63
- | Lightweight-Face-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.392 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
64
- | Lightweight-Face-Detection | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.799 ms | 0 - 14 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
65
- | Lightweight-Face-Detection | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.729 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
66
- | Lightweight-Face-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.604 ms | 0 - 26 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
67
- | Lightweight-Face-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.583 ms | 0 - 24 MB | INT8 | NPU | Use Export Script |
68
- | Lightweight-Face-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.5 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
69
- | Lightweight-Face-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.596 ms | 0 - 0 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.onnx) |
70
 
71
 
72
 
@@ -131,7 +131,7 @@ Lightweight-Face-Detection
131
  Device : Samsung Galaxy S23 (13)
132
  Runtime : TFLITE
133
  Estimated inference time (ms) : 0.4
134
- Estimated peak memory usage (MB): [0, 8]
135
  Total # Ops : 90
136
  Compute Unit(s) : NPU (90 ops)
137
  ```
 
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | Lightweight-Face-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.438 ms | 0 - 5 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
39
+ | Lightweight-Face-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.433 ms | 0 - 7 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.so](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.so) |
40
+ | Lightweight-Face-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.565 ms | 0 - 12 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.onnx) |
41
+ | Lightweight-Face-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.311 ms | 0 - 28 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
42
+ | Lightweight-Face-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.3 ms | 0 - 30 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.so](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.so) |
43
+ | Lightweight-Face-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.392 ms | 0 - 30 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.onnx) |
44
+ | Lightweight-Face-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.307 ms | 0 - 16 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
45
+ | Lightweight-Face-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.304 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
46
+ | Lightweight-Face-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.347 ms | 0 - 26 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.onnx) |
47
+ | Lightweight-Face-Detection | SA7255P ADP | SA7255P | TFLITE | 3.401 ms | 0 - 15 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
48
+ | Lightweight-Face-Detection | SA7255P ADP | SA7255P | QNN | 3.278 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
49
+ | Lightweight-Face-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.43 ms | 0 - 8 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
50
+ | Lightweight-Face-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.403 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
51
+ | Lightweight-Face-Detection | SA8295P ADP | SA8295P | TFLITE | 0.87 ms | 0 - 20 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
52
+ | Lightweight-Face-Detection | SA8295P ADP | SA8295P | QNN | 0.844 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
53
+ | Lightweight-Face-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.437 ms | 0 - 7 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
54
+ | Lightweight-Face-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.398 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
55
+ | Lightweight-Face-Detection | SA8775P ADP | SA8775P | TFLITE | 0.781 ms | 0 - 14 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
56
+ | Lightweight-Face-Detection | SA8775P ADP | SA8775P | QNN | 0.711 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
57
+ | Lightweight-Face-Detection | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.257 ms | 0 - 19 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
58
+ | Lightweight-Face-Detection | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.52 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
59
+ | Lightweight-Face-Detection | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 9.234 ms | 0 - 2 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
60
+ | Lightweight-Face-Detection | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 3.401 ms | 0 - 15 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
61
+ | Lightweight-Face-Detection | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 3.278 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
62
+ | Lightweight-Face-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.439 ms | 0 - 8 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
63
+ | Lightweight-Face-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.405 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
64
+ | Lightweight-Face-Detection | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.781 ms | 0 - 14 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
65
+ | Lightweight-Face-Detection | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.711 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
66
+ | Lightweight-Face-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.571 ms | 0 - 25 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.tflite) |
67
+ | Lightweight-Face-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.575 ms | 0 - 26 MB | INT8 | NPU | Use Export Script |
68
+ | Lightweight-Face-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.514 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
69
+ | Lightweight-Face-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.597 ms | 0 - 0 MB | INT8 | NPU | [Lightweight-Face-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Lightweight-Face-Detection-Quantized/blob/main/Lightweight-Face-Detection.onnx) |
70
 
71
 
72
 
 
131
  Device : Samsung Galaxy S23 (13)
132
  Runtime : TFLITE
133
  Estimated inference time (ms) : 0.4
134
+ Estimated peak memory usage (MB): [0, 5]
135
  Total # Ops : 90
136
  Compute Unit(s) : NPU (90 ops)
137
  ```