Hugging Face's logo

qualcomm
/
PidNet

Image Segmentation
PyTorch
real_time
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
587efea
·
verified ·
1 Parent(s): 2932db0

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +30 -30
README.md CHANGED
@@ -37,35 +37,35 @@ 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
- | PidNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 46.878 ms | 2 - 24 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
41
- | PidNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 35.797 ms | 24 - 26 MB | FP16 | NPU | [PidNet.so](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.so) |
42
- | PidNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 37.324 ms | 29 - 86 MB | FP16 | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
43
- | PidNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 31.831 ms | 1 - 63 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
44
- | PidNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 25.654 ms | 24 - 42 MB | FP16 | NPU | [PidNet.so](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.so) |
45
- | PidNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 26.719 ms | 28 - 89 MB | FP16 | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
46
- | PidNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 31.918 ms | 1 - 54 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
47
- | PidNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 26.827 ms | 11 - 56 MB | FP16 | NPU | Use Export Script |
48
- | PidNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 22.324 ms | 29 - 84 MB | FP16 | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
49
- | PidNet | SA7255P ADP | SA7255P | TFLITE | 687.54 ms | 0 - 49 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
50
- | PidNet | SA7255P ADP | SA7255P | QNN | 663.552 ms | 24 - 33 MB | FP16 | NPU | Use Export Script |
51
- | PidNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 47.273 ms | 3 - 19 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
52
- | PidNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 35.949 ms | 25 - 27 MB | FP16 | NPU | Use Export Script |
53
- | PidNet | SA8295P ADP | SA8295P | TFLITE | 66.571 ms | 2 - 51 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
54
- | PidNet | SA8295P ADP | SA8295P | QNN | 53.284 ms | 24 - 42 MB | FP16 | NPU | Use Export Script |
55
- | PidNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 47.008 ms | 2 - 20 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
56
- | PidNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 35.816 ms | 26 - 28 MB | FP16 | NPU | Use Export Script |
57
- | PidNet | SA8775P ADP | SA8775P | TFLITE | 70.238 ms | 0 - 49 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
58
- | PidNet | SA8775P ADP | SA8775P | QNN | 54.114 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
59
- | PidNet | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 687.54 ms | 0 - 49 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
60
- | PidNet | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 663.552 ms | 24 - 33 MB | FP16 | NPU | Use Export Script |
61
- | PidNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 47.036 ms | 2 - 19 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
62
- | PidNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 35.441 ms | 24 - 27 MB | FP16 | NPU | Use Export Script |
63
- | PidNet | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 70.238 ms | 0 - 49 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
64
- | PidNet | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 54.114 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
65
- | PidNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 58.785 ms | 2 - 64 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
66
- | PidNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 58.22 ms | 24 - 70 MB | FP16 | NPU | Use Export Script |
67
- | PidNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 36.488 ms | 24 - 24 MB | FP16 | NPU | Use Export Script |
68
- | PidNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 40.714 ms | 24 - 24 MB | FP16 | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
69
 
70
 
71
 
@@ -130,7 +130,7 @@ PidNet
130
  Device : Samsung Galaxy S23 (13)
131
  Runtime : TFLITE
132
  Estimated inference time (ms) : 46.9
133
- Estimated peak memory usage (MB): [2, 24]
134
  Total # Ops : 169
135
  Compute Unit(s) : NPU (169 ops)
136
  ```
 
37
 
38
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
39
  |---|---|---|---|---|---|---|---|---|
40
+ | PidNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 46.93 ms | 2 - 20 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
41
+ | PidNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 47.316 ms | 24 - 40 MB | FP16 | NPU | [PidNet.so](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.so) |
42
+ | PidNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 37.009 ms | 29 - 79 MB | FP16 | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
43
+ | PidNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 31.696 ms | 1 - 64 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
44
+ | PidNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 31.624 ms | 24 - 69 MB | FP16 | NPU | [PidNet.so](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.so) |
45
+ | PidNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 25.751 ms | 30 - 91 MB | FP16 | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
46
+ | PidNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 26.311 ms | 1 - 53 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
47
+ | PidNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 32.027 ms | 22 - 67 MB | FP16 | NPU | Use Export Script |
48
+ | PidNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 20.977 ms | 27 - 82 MB | FP16 | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
49
+ | PidNet | SA7255P ADP | SA7255P | TFLITE | 687.533 ms | 0 - 49 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
50
+ | PidNet | SA7255P ADP | SA7255P | QNN | 663.511 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
51
+ | PidNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 46.982 ms | 2 - 19 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
52
+ | PidNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 36.224 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
53
+ | PidNet | SA8295P ADP | SA8295P | TFLITE | 66.483 ms | 2 - 50 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
54
+ | PidNet | SA8295P ADP | SA8295P | QNN | 53.27 ms | 24 - 42 MB | FP16 | NPU | Use Export Script |
55
+ | PidNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 46.856 ms | 2 - 23 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
56
+ | PidNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 35.91 ms | 25 - 28 MB | FP16 | NPU | Use Export Script |
57
+ | PidNet | SA8775P ADP | SA8775P | TFLITE | 70.226 ms | 2 - 52 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
58
+ | PidNet | SA8775P ADP | SA8775P | QNN | 54.086 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
59
+ | PidNet | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 687.533 ms | 0 - 49 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
60
+ | PidNet | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 663.511 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
61
+ | PidNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 46.906 ms | 2 - 29 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
62
+ | PidNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 35.571 ms | 24 - 26 MB | FP16 | NPU | Use Export Script |
63
+ | PidNet | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 70.226 ms | 2 - 52 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
64
+ | PidNet | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 54.086 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
65
+ | PidNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 58.795 ms | 2 - 62 MB | FP16 | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
66
+ | PidNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 58.377 ms | 24 - 69 MB | FP16 | NPU | Use Export Script |
67
+ | PidNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 36.362 ms | 24 - 24 MB | FP16 | NPU | Use Export Script |
68
+ | PidNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 40.53 ms | 24 - 24 MB | FP16 | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
69
 
70
 
71
 
 
130
  Device : Samsung Galaxy S23 (13)
131
  Runtime : TFLITE
132
  Estimated inference time (ms) : 46.9
133
+ Estimated peak memory usage (MB): [2, 20]
134
  Total # Ops : 169
135
  Compute Unit(s) : NPU (169 ops)
136
  ```