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PidNet

Image Segmentation
PyTorch
LiteRT
ONNX
real_time
android
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v0.32.0

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See https://github.com/quic/ai-hub-models/releases/v0.32.0 for changelog.

Files changed (8) hide show
  1. .gitattributes +1 -0
  2. DEPLOYMENT_MODEL_LICENSE.pdf +3 -0
  3. LICENSE +2 -0
  4. PidNet.onnx +2 -2
  5. PidNet_w8a8.dlc +2 -2
  6. PidNet_w8a8.onnx +2 -2
  7. PidNet_w8a8.tflite +1 -1
  8. README.md +37 -36
.gitattributes CHANGED
@@ -36,3 +36,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  PidNet.so filter=lfs diff=lfs merge=lfs -text
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  PidNet.dlc filter=lfs diff=lfs merge=lfs -text
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  PidNet_w8a8.dlc filter=lfs diff=lfs merge=lfs -text
 
 
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  PidNet.so filter=lfs diff=lfs merge=lfs -text
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  PidNet.dlc filter=lfs diff=lfs merge=lfs -text
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  PidNet_w8a8.dlc filter=lfs diff=lfs merge=lfs -text
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+ DEPLOYMENT_MODEL_LICENSE.pdf filter=lfs diff=lfs merge=lfs -text
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LICENSE ADDED
@@ -0,0 +1,2 @@
 
 
 
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+ The license of the original trained model can be found at https://github.com/XuJiacong/PIDNet/blob/main/LICENSE.
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+ The license for the deployable model files (.tflite, .onnx, .dlc, .bin, etc.) can be found in DEPLOYMENT_MODEL_LICENSE.pdf.
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README.md CHANGED
@@ -32,8 +32,9 @@ More details on model performance across various devices, can be found
32
  - Inference latency: RealTime
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  - Input resolution: 1024x2048
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  - Number of output classes: 19
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- - Number of parameters: 7.62M
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- - Model size: 29.1 MB
 
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
39
  |---|---|---|---|---|---|---|---|---|
@@ -57,45 +58,45 @@ More details on model performance across various devices, can be found
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  | PidNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 45.437 ms | 24 - 91 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.dlc) |
58
  | PidNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 47.366 ms | 2 - 19 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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  | PidNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 36.566 ms | 24 - 59 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.dlc) |
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- | PidNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 31.083 ms | 29 - 92 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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  | PidNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 31.649 ms | 2 - 67 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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  | PidNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 26.036 ms | 24 - 94 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.dlc) |
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- | PidNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 21.155 ms | 28 - 96 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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  | PidNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 32.063 ms | 1 - 56 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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  | PidNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 24.254 ms | 24 - 95 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.dlc) |
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- | PidNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 16.679 ms | 30 - 94 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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  | PidNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 38.853 ms | 39 - 39 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.dlc) |
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- | PidNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 34.538 ms | 24 - 24 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
69
- | PidNet | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 103.308 ms | 1 - 38 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
70
- | PidNet | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 143.439 ms | 6 - 62 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
71
- | PidNet | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 52.336 ms | 1 - 53 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
72
- | PidNet | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 77.042 ms | 6 - 74 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
73
- | PidNet | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 51.665 ms | 0 - 22 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 73.197 ms | 6 - 30 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
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- | PidNet | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 52.512 ms | 0 - 38 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 74.143 ms | 1 - 57 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
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- | PidNet | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 177.632 ms | 2 - 82 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 103.308 ms | 1 - 38 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 143.439 ms | 6 - 62 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
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- | PidNet | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 51.513 ms | 0 - 18 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
81
- | PidNet | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 73.05 ms | 6 - 27 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
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- | PidNet | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 61.015 ms | 1 - 39 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 85.135 ms | 6 - 62 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
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- | PidNet | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 51.775 ms | 0 - 21 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 73.025 ms | 8 - 33 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
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- | PidNet | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 52.512 ms | 0 - 38 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 74.143 ms | 1 - 57 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
88
- | PidNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 51.507 ms | 1 - 16 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 73.405 ms | 6 - 30 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
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- | PidNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 84.104 ms | 87 - 110 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
91
- | PidNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 39.518 ms | 1 - 53 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
92
- | PidNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 55.784 ms | 6 - 73 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
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- | PidNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 63.578 ms | 87 - 271 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
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- | PidNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 39.346 ms | 1 - 42 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 61.688 ms | 6 - 75 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
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- | PidNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 71.483 ms | 91 - 217 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
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- | PidNet | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 78.067 ms | 0 - 0 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
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- | PidNet | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 87.689 ms | 134 - 134 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
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32
  - Inference latency: RealTime
33
  - Input resolution: 1024x2048
34
  - Number of output classes: 19
35
+ - Number of parameters: 8.06M
36
+ - Model size (float): 29.1 MB
37
+ - Model size (w8a8): 8.02 MB
38
 
39
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
40
  |---|---|---|---|---|---|---|---|---|
 
58
  | PidNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 45.437 ms | 24 - 91 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.dlc) |
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  | PidNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 47.366 ms | 2 - 19 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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  | PidNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 36.566 ms | 24 - 59 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.dlc) |
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+ | PidNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 30.736 ms | 29 - 88 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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  | PidNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 31.649 ms | 2 - 67 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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  | PidNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 26.036 ms | 24 - 94 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.dlc) |
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+ | PidNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 20.561 ms | 22 - 92 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
65
  | PidNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 32.063 ms | 1 - 56 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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  | PidNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 24.254 ms | 24 - 95 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.dlc) |
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+ | PidNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 18.726 ms | 29 - 92 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
68
  | PidNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 38.853 ms | 39 - 39 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.dlc) |
69
+ | PidNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 34.492 ms | 24 - 24 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
70
+ | PidNet | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 102.856 ms | 0 - 37 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
71
+ | PidNet | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 143.203 ms | 6 - 60 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
72
+ | PidNet | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 52.384 ms | 1 - 52 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
73
+ | PidNet | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 95.467 ms | 6 - 71 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
74
+ | PidNet | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 51.368 ms | 1 - 17 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
75
+ | PidNet | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 73.244 ms | 6 - 30 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
76
+ | PidNet | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 52.179 ms | 1 - 38 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
77
+ | PidNet | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 74.204 ms | 6 - 62 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
78
+ | PidNet | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 179.658 ms | 2 - 81 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
79
+ | PidNet | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 102.856 ms | 0 - 37 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
80
+ | PidNet | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 143.203 ms | 6 - 60 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
81
+ | PidNet | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 51.54 ms | 0 - 21 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
82
+ | PidNet | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 73.107 ms | 6 - 34 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
83
+ | PidNet | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 61.164 ms | 1 - 41 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
84
+ | PidNet | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 85.321 ms | 6 - 62 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
85
+ | PidNet | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 51.425 ms | 0 - 18 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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+ | PidNet | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 73.245 ms | 6 - 30 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
87
+ | PidNet | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 52.179 ms | 1 - 38 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
88
+ | PidNet | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 74.204 ms | 6 - 62 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
89
+ | PidNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 51.332 ms | 1 - 21 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
90
+ | PidNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 73.083 ms | 6 - 33 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
91
+ | PidNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 77.667 ms | 88 - 105 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
92
+ | PidNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 39.242 ms | 0 - 48 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
93
+ | PidNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 55.524 ms | 6 - 73 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
94
+ | PidNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 59.685 ms | 81 - 140 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
95
+ | PidNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 38.992 ms | 0 - 42 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
96
+ | PidNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 61.574 ms | 6 - 75 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
97
+ | PidNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 65.991 ms | 101 - 154 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
98
+ | PidNet | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 78.307 ms | 19 - 19 MB | NPU | [PidNet.dlc](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.dlc) |
99
+ | PidNet | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 69.065 ms | 132 - 132 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
100
 
101
 
102