Hugging Face's logo

qualcomm
/
PPE-Detection-Quantized

Object Detection
PyTorch
TF Lite
ONNX
real_time
quantized
android
Model card Files Community
qaihm-bot commited on
Commit
6fe9a42
·
verified ·
1 Parent(s): b1f80f8

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +29 -29
README.md CHANGED
@@ -37,34 +37,34 @@ More details on model performance across various devices, can be found
37
 
38
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
39
  |---|---|---|---|---|---|---|---|---|
40
- | PPE-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.253 ms | 0 - 14 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
41
- | PPE-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.311 ms | 0 - 122 MB | INT8 | NPU | [PPE-Detection-Quantized.so](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.so) |
42
- | PPE-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.592 ms | 0 - 9 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
43
- | PPE-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.19 ms | 0 - 16 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
44
- | PPE-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.232 ms | 0 - 17 MB | INT8 | NPU | [PPE-Detection-Quantized.so](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.so) |
45
- | PPE-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.46 ms | 0 - 51 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
46
- | PPE-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.182 ms | 1 - 13 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
47
- | PPE-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.243 ms | 0 - 13 MB | INT8 | NPU | Use Export Script |
48
- | PPE-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.477 ms | 0 - 28 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
49
- | PPE-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.226 ms | 0 - 20 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
50
- | PPE-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.76 ms | 0 - 7 MB | INT8 | NPU | Use Export Script |
51
- | PPE-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 4.862 ms | 0 - 3 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
52
- | PPE-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.247 ms | 0 - 13 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
53
- | PPE-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.303 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
54
- | PPE-Detection-Quantized | SA7255P ADP | SA7255P | TFLITE | 3.915 ms | 0 - 17 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
55
- | PPE-Detection-Quantized | SA7255P ADP | SA7255P | QNN | 4.094 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
56
- | PPE-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.25 ms | 0 - 77 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
57
- | PPE-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.306 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
58
- | PPE-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 0.722 ms | 0 - 11 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
59
- | PPE-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 0.913 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
60
- | PPE-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.251 ms | 0 - 92 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
61
- | PPE-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.308 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
62
- | PPE-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 0.545 ms | 0 - 16 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
63
- | PPE-Detection-Quantized | SA8775P ADP | SA8775P | QNN | 0.822 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
64
- | PPE-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.356 ms | 0 - 22 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
65
- | PPE-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.42 ms | 0 - 16 MB | INT8 | NPU | Use Export Script |
66
- | PPE-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.417 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
67
- | PPE-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.615 ms | 8 - 8 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
68
 
69
 
70
 
@@ -130,7 +130,7 @@ PPE-Detection-Quantized
130
  Device : Samsung Galaxy S23 (13)
131
  Runtime : TFLITE
132
  Estimated inference time (ms) : 0.3
133
- Estimated peak memory usage (MB): [0, 14]
134
  Total # Ops : 86
135
  Compute Unit(s) : NPU (86 ops)
136
  ```
 
37
 
38
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
39
  |---|---|---|---|---|---|---|---|---|
40
+ | PPE-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.253 ms | 0 - 24 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
41
+ | PPE-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.308 ms | 0 - 24 MB | INT8 | NPU | [PPE-Detection-Quantized.so](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.so) |
42
+ | PPE-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.607 ms | 0 - 23 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
43
+ | PPE-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.185 ms | 0 - 27 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
44
+ | PPE-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.228 ms | 0 - 29 MB | INT8 | NPU | [PPE-Detection-Quantized.so](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.so) |
45
+ | PPE-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.434 ms | 0 - 25 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
46
+ | PPE-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.183 ms | 0 - 20 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
47
+ | PPE-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.229 ms | 0 - 20 MB | INT8 | NPU | Use Export Script |
48
+ | PPE-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.403 ms | 0 - 21 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
49
+ | PPE-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.23 ms | 0 - 19 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
50
+ | PPE-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.792 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
51
+ | PPE-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 5.523 ms | 0 - 12 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
52
+ | PPE-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.249 ms | 0 - 14 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
53
+ | PPE-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.312 ms | 0 - 4 MB | INT8 | NPU | Use Export Script |
54
+ | PPE-Detection-Quantized | SA7255P ADP | SA7255P | TFLITE | 3.827 ms | 0 - 13 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
55
+ | PPE-Detection-Quantized | SA7255P ADP | SA7255P | QNN | 4.181 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
56
+ | PPE-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.251 ms | 0 - 24 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
57
+ | PPE-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.307 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
58
+ | PPE-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 0.713 ms | 0 - 19 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
59
+ | PPE-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 1.068 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
60
+ | PPE-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.251 ms | 0 - 24 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
61
+ | PPE-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.33 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
62
+ | PPE-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 0.556 ms | 0 - 14 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
63
+ | PPE-Detection-Quantized | SA8775P ADP | SA8775P | QNN | 0.76 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
64
+ | PPE-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.392 ms | 0 - 20 MB | INT8 | NPU | [PPE-Detection-Quantized.tflite](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.tflite) |
65
+ | PPE-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.458 ms | 0 - 26 MB | INT8 | NPU | Use Export Script |
66
+ | PPE-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.407 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
67
+ | PPE-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.629 ms | 8 - 8 MB | INT8 | NPU | [PPE-Detection-Quantized.onnx](https://huggingface.co/qualcomm/PPE-Detection-Quantized/blob/main/PPE-Detection-Quantized.onnx) |
68
 
69
 
70
 
 
130
  Device : Samsung Galaxy S23 (13)
131
  Runtime : TFLITE
132
  Estimated inference time (ms) : 0.3
133
+ Estimated peak memory usage (MB): [0, 24]
134
  Total # Ops : 86
135
  Compute Unit(s) : NPU (86 ops)
136
  ```