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PPE-Detection

Object Detection
PyTorch
LiteRT
real_time
android
Model card Files Community
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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 (12) hide show
  1. .gitattributes +4 -0
  2. DEPLOYMENT_MODEL_LICENSE.pdf +3 -0
  3. LICENSE +2 -0
  4. PPE-Detection.dlc +3 -0
  5. PPE-Detection.onnx +2 -2
  6. PPE-Detection.tflite +2 -2
  7. PPE-Detection_w8a16.dlc +3 -0
  8. PPE-Detection_w8a16.onnx +3 -0
  9. PPE-Detection_w8a8.dlc +3 -0
  10. PPE-Detection_w8a8.onnx +2 -2
  11. PPE-Detection_w8a8.tflite +2 -2
  12. README.md +84 -64
.gitattributes CHANGED
@@ -35,3 +35,7 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  PPE-Detection.so filter=lfs diff=lfs merge=lfs -text
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  PPE-Detection_w8a8.so filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
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  PPE-Detection.so filter=lfs diff=lfs merge=lfs -text
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  PPE-Detection_w8a8.so 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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+ PPE-Detection.dlc filter=lfs diff=lfs merge=lfs -text
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+ PPE-Detection_w8a16.dlc filter=lfs diff=lfs merge=lfs -text
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+ PPE-Detection_w8a8.dlc filter=lfs diff=lfs merge=lfs -text
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LICENSE ADDED
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+ The license of the original trained model can be found at https://github.com/quic/ai-hub-models/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
@@ -26,73 +26,93 @@ More details on model performance across various devices, can be found
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  - **Model Stats:**
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  - Inference latency: RealTime
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  - Input resolution: 320x192
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- - Number of parameters: 7.02M
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- - Model size: 13.5 MB
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  - Number of output classes: 2
 
 
 
 
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | PPE-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 4.128 ms | 0 - 17 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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- | PPE-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 4.065 ms | 1 - 11 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
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- | PPE-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.57 ms | 0 - 33 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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- | PPE-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.607 ms | 1 - 26 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
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- | PPE-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.669 ms | 0 - 127 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
40
- | PPE-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.658 ms | 1 - 4 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
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- | PPE-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.282 ms | 0 - 18 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
42
- | PPE-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.238 ms | 1 - 15 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
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- | PPE-Detection | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 4.128 ms | 0 - 17 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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- | PPE-Detection | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 4.065 ms | 1 - 11 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
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- | PPE-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.661 ms | 0 - 125 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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- | PPE-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.657 ms | 1 - 3 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
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- | PPE-Detection | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.854 ms | 0 - 21 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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- | PPE-Detection | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 1.755 ms | 0 - 20 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
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- | PPE-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.66 ms | 0 - 125 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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- | PPE-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.657 ms | 3 - 5 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
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- | PPE-Detection | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.282 ms | 0 - 18 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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- | PPE-Detection | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.238 ms | 1 - 15 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
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- | PPE-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.663 ms | 0 - 124 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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- | PPE-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.66 ms | 1 - 63 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
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- | PPE-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.906 ms | 0 - 61 MB | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.onnx) |
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- | PPE-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.486 ms | 0 - 35 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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- | PPE-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.488 ms | 0 - 26 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
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- | PPE-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.679 ms | 0 - 32 MB | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.onnx) |
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- | PPE-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.411 ms | 0 - 17 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
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- | PPE-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.524 ms | 1 - 18 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
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- | PPE-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.629 ms | 1 - 21 MB | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.onnx) |
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- | PPE-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 0.819 ms | 1 - 1 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
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- | PPE-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.965 ms | 12 - 12 MB | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.onnx) |
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- | PPE-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 0.888 ms | 0 - 14 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
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- | PPE-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 0.833 ms | 0 - 10 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
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- | PPE-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.418 ms | 0 - 33 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
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- | PPE-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 0.574 ms | 0 - 35 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
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- | PPE-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.246 ms | 0 - 45 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
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- | PPE-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.233 ms | 0 - 3 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
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- | PPE-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.441 ms | 0 - 17 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
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- | PPE-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 0.422 ms | 0 - 15 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
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- | PPE-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 1.349 ms | 0 - 29 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
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- | PPE-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 1.687 ms | 0 - 14 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
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- | PPE-Detection | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 4.75 ms | 0 - 3 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
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- | PPE-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 0.888 ms | 0 - 14 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
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- | PPE-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 0.833 ms | 0 - 10 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
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- | PPE-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.234 ms | 0 - 43 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
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- | PPE-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.242 ms | 0 - 2 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
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- | PPE-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 0.724 ms | 0 - 19 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
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- | PPE-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 0.706 ms | 0 - 18 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
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- | PPE-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.248 ms | 0 - 45 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
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- | PPE-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.248 ms | 0 - 2 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
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- | PPE-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.441 ms | 0 - 17 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
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- | PPE-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 0.422 ms | 0 - 15 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
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- | PPE-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.241 ms | 0 - 44 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
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- | PPE-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.243 ms | 0 - 44 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
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- | PPE-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.373 ms | 0 - 34 MB | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.onnx) |
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- | PPE-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.184 ms | 0 - 38 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
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- | PPE-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.182 ms | 0 - 37 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
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- | PPE-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.272 ms | 0 - 37 MB | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.onnx) |
91
- | PPE-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.156 ms | 0 - 22 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
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- | PPE-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.174 ms | 0 - 19 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
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- | PPE-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.294 ms | 0 - 25 MB | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.onnx) |
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- | PPE-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 0.323 ms | 0 - 0 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
95
- | PPE-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.375 ms | 6 - 6 MB | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
96
 
97
 
98
 
@@ -157,7 +177,7 @@ PPE-Detection
157
  Device : cs_8275 (ANDROID 14)
158
  Runtime : TFLITE
159
  Estimated inference time (ms) : 4.1
160
- Estimated peak memory usage (MB): [0, 17]
161
  Total # Ops : 77
162
  Compute Unit(s) : npu (77 ops) gpu (0 ops) cpu (0 ops)
163
  ```
 
26
  - **Model Stats:**
27
  - Inference latency: RealTime
28
  - Input resolution: 320x192
 
 
29
  - Number of output classes: 2
30
+ - Number of parameters: 6.19M
31
+ - Model size (float): 23.6 MB
32
+ - Model size (w8a8): 6.23 MB
33
+ - Model size (w8a16): 6.65 MB
34
 
35
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
36
  |---|---|---|---|---|---|---|---|---|
37
+ | PPE-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 4.148 ms | 0 - 19 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
38
+ | PPE-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 4.036 ms | 0 - 15 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
39
+ | PPE-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.401 ms | 0 - 35 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
40
+ | PPE-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.566 ms | 1 - 25 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
41
+ | PPE-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.667 ms | 0 - 135 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
42
+ | PPE-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.656 ms | 1 - 74 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
43
+ | PPE-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.273 ms | 0 - 20 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
44
+ | PPE-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.238 ms | 0 - 16 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
45
+ | PPE-Detection | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 4.148 ms | 0 - 19 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
46
+ | PPE-Detection | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 4.036 ms | 0 - 15 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
47
+ | PPE-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.669 ms | 0 - 134 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
48
+ | PPE-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.664 ms | 1 - 73 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
49
+ | PPE-Detection | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.81 ms | 0 - 19 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
50
+ | PPE-Detection | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 1.764 ms | 0 - 18 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
51
+ | PPE-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.659 ms | 0 - 134 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
52
+ | PPE-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.664 ms | 1 - 73 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
53
+ | PPE-Detection | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.273 ms | 0 - 20 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
54
+ | PPE-Detection | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.238 ms | 0 - 16 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
55
+ | PPE-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.665 ms | 0 - 134 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
56
+ | PPE-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.663 ms | 0 - 72 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
57
+ | PPE-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.927 ms | 0 - 41 MB | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.onnx) |
58
+ | PPE-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.485 ms | 0 - 34 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
59
+ | PPE-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.471 ms | 1 - 28 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
60
+ | PPE-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.643 ms | 0 - 31 MB | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.onnx) |
61
+ | PPE-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.481 ms | 0 - 24 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.tflite) |
62
+ | PPE-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.44 ms | 1 - 23 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
63
+ | PPE-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.66 ms | 1 - 23 MB | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.onnx) |
64
+ | PPE-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 0.768 ms | 55 - 55 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.dlc) |
65
+ | PPE-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.973 ms | 12 - 12 MB | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection.onnx) |
66
+ | PPE-Detection | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 1.422 ms | 0 - 15 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a16.dlc) |
67
+ | PPE-Detection | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 0.703 ms | 0 - 26 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a16.dlc) |
68
+ | PPE-Detection | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.469 ms | 0 - 48 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a16.dlc) |
69
+ | PPE-Detection | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 0.678 ms | 0 - 17 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a16.dlc) |
70
+ | PPE-Detection | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 2.921 ms | 0 - 25 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a16.dlc) |
71
+ | PPE-Detection | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 1.422 ms | 0 - 15 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a16.dlc) |
72
+ | PPE-Detection | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.471 ms | 0 - 48 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a16.dlc) |
73
+ | PPE-Detection | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 1.071 ms | 0 - 18 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a16.dlc) |
74
+ | PPE-Detection | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.465 ms | 0 - 48 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a16.dlc) |
75
+ | PPE-Detection | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 0.678 ms | 0 - 17 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a16.dlc) |
76
+ | PPE-Detection | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.471 ms | 0 - 48 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a16.dlc) |
77
+ | PPE-Detection | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.676 ms | 0 - 47 MB | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a16.onnx) |
78
+ | PPE-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.313 ms | 0 - 36 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a16.dlc) |
79
+ | PPE-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.43 ms | 0 - 35 MB | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a16.onnx) |
80
+ | PPE-Detection | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.311 ms | 0 - 21 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a16.dlc) |
81
+ | PPE-Detection | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.462 ms | 0 - 24 MB | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a16.onnx) |
82
+ | PPE-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 0.592 ms | 37 - 37 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a16.dlc) |
83
+ | PPE-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.712 ms | 6 - 6 MB | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a16.onnx) |
84
+ | PPE-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 0.845 ms | 0 - 15 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
85
+ | PPE-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 0.814 ms | 0 - 16 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
86
+ | PPE-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.373 ms | 0 - 35 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
87
+ | PPE-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 0.485 ms | 0 - 26 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
88
+ | PPE-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.24 ms | 0 - 52 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
89
+ | PPE-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.231 ms | 0 - 50 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
90
+ | PPE-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.44 ms | 0 - 16 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
91
+ | PPE-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 0.421 ms | 0 - 16 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
92
+ | PPE-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 1.351 ms | 0 - 26 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
93
+ | PPE-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 1.856 ms | 0 - 26 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
94
+ | PPE-Detection | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 4.682 ms | 0 - 3 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
95
+ | PPE-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 0.845 ms | 0 - 15 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
96
+ | PPE-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 0.814 ms | 0 - 16 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
97
+ | PPE-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.248 ms | 0 - 52 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
98
+ | PPE-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.232 ms | 0 - 52 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
99
+ | PPE-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 0.719 ms | 0 - 17 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
100
+ | PPE-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 0.671 ms | 0 - 22 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
101
+ | PPE-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.245 ms | 0 - 50 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
102
+ | PPE-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.236 ms | 0 - 51 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
103
+ | PPE-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.44 ms | 0 - 16 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
104
+ | PPE-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 0.421 ms | 0 - 16 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
105
+ | PPE-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.24 ms | 0 - 51 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
106
+ | PPE-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.238 ms | 0 - 50 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
107
+ | PPE-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.364 ms | 0 - 19 MB | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.onnx) |
108
+ | PPE-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.18 ms | 0 - 37 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
109
+ | PPE-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.182 ms | 0 - 36 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
110
+ | PPE-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.266 ms | 0 - 39 MB | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.onnx) |
111
+ | PPE-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.203 ms | 0 - 18 MB | NPU | [PPE-Detection.tflite](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.tflite) |
112
+ | PPE-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.178 ms | 0 - 21 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
113
+ | PPE-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.294 ms | 0 - 23 MB | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.onnx) |
114
+ | PPE-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 0.336 ms | 40 - 40 MB | NPU | [PPE-Detection.dlc](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.dlc) |
115
+ | PPE-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.376 ms | 6 - 6 MB | NPU | [PPE-Detection.onnx](https://huggingface.co/qualcomm/PPE-Detection/blob/main/PPE-Detection_w8a8.onnx) |
116
 
117
 
118
 
 
177
  Device : cs_8275 (ANDROID 14)
178
  Runtime : TFLITE
179
  Estimated inference time (ms) : 4.1
180
+ Estimated peak memory usage (MB): [0, 19]
181
  Total # Ops : 77
182
  Compute Unit(s) : npu (77 ops) gpu (0 ops) cpu (0 ops)
183
  ```