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Facial-Attribute-Detection-Quantized

Object Detection
PyTorch
LiteRT
ONNX
real_time
quantized
android
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@@ -37,38 +37,38 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | Facial-Attribute-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.422 ms | 0 - 50 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection-Quantized.tflite) |
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- | Facial-Attribute-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.418 ms | 0 - 3 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.so](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection-Quantized.so) |
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- | Facial-Attribute-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.64 ms | 0 - 44 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection-Quantized.onnx) |
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- | Facial-Attribute-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.323 ms | 0 - 45 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection-Quantized.tflite) |
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- | Facial-Attribute-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.3 ms | 0 - 21 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.so](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection-Quantized.so) |
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- | Facial-Attribute-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.436 ms | 0 - 54 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection-Quantized.onnx) |
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- | Facial-Attribute-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.324 ms | 0 - 35 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection-Quantized.tflite) |
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- | Facial-Attribute-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.327 ms | 0 - 32 MB | INT8 | NPU | Use Export Script |
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- | Facial-Attribute-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.465 ms | 0 - 43 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection-Quantized.onnx) |
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- | Facial-Attribute-Detection-Quantized | SA7255P ADP | SA7255P | TFLITE | 4.933 ms | 0 - 31 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection-Quantized.tflite) |
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- | Facial-Attribute-Detection-Quantized | SA7255P ADP | SA7255P | QNN | 4.857 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | Facial-Attribute-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.427 ms | 0 - 50 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection-Quantized.tflite) |
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- | Facial-Attribute-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.418 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | Facial-Attribute-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 0.929 ms | 0 - 34 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection-Quantized.tflite) |
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- | Facial-Attribute-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 0.845 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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- | Facial-Attribute-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.419 ms | 0 - 51 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection-Quantized.tflite) |
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- | Facial-Attribute-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.421 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | Facial-Attribute-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 0.767 ms | 0 - 31 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection-Quantized.tflite) |
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- | Facial-Attribute-Detection-Quantized | SA8775P ADP | SA8775P | QNN | 0.701 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | Facial-Attribute-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.46 ms | 0 - 41 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection-Quantized.tflite) |
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- | Facial-Attribute-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.564 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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- | Facial-Attribute-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 69.358 ms | 2 - 5 MB | FP32 | CPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection-Quantized.tflite) |
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- | Facial-Attribute-Detection-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 4.933 ms | 0 - 31 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection-Quantized.tflite) |
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- | Facial-Attribute-Detection-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 4.857 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | Facial-Attribute-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.422 ms | 0 - 49 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection-Quantized.tflite) |
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- | Facial-Attribute-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.417 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | Facial-Attribute-Detection-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.767 ms | 0 - 31 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection-Quantized.tflite) |
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- | Facial-Attribute-Detection-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.701 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | Facial-Attribute-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.669 ms | 0 - 45 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection-Quantized.tflite) |
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- | Facial-Attribute-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.65 ms | 0 - 44 MB | INT8 | NPU | Use Export Script |
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- | Facial-Attribute-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.513 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | Facial-Attribute-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.609 ms | 13 - 13 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection-Quantized.onnx) |
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@@ -129,11 +129,11 @@ python -m qai_hub_models.models.face_attrib_net_quantized.export
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  ```
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  Profiling Results
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  ------------------------------------------------------------
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- Facial-Attribute-Detection-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.4
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- Estimated peak memory usage (MB): [0, 50]
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  Total # Ops : 171
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  Compute Unit(s) : NPU (171 ops)
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  ```
@@ -217,20 +217,6 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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- ## Run demo on a cloud-hosted device
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-
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- You can also run the demo on-device.
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-
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- ```bash
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- python -m qai_hub_models.models.face_attrib_net_quantized.demo --on-device
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- ```
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-
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- **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
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- environment, please add the following to your cell (instead of the above).
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- ```
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- %run -m qai_hub_models.models.face_attrib_net_quantized.demo -- --on-device
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- ```
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-
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  ## Deploying compiled model to Android
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | Facial-Attribute-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.427 ms | 0 - 49 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection.tflite) |
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+ | Facial-Attribute-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.41 ms | 0 - 3 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.so](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection.so) |
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+ | Facial-Attribute-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 0.584 ms | 0 - 50 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection.onnx) |
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+ | Facial-Attribute-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.33 ms | 0 - 44 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection.tflite) |
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+ | Facial-Attribute-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.318 ms | 0 - 19 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.so](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection.so) |
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+ | Facial-Attribute-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.433 ms | 0 - 52 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection.onnx) |
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+ | Facial-Attribute-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.319 ms | 0 - 34 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection.tflite) |
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+ | Facial-Attribute-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.32 ms | 0 - 32 MB | INT8 | NPU | Use Export Script |
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+ | Facial-Attribute-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.448 ms | 0 - 40 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection.onnx) |
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+ | Facial-Attribute-Detection | SA7255P ADP | SA7255P | TFLITE | 4.913 ms | 0 - 31 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection.tflite) |
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+ | Facial-Attribute-Detection | SA7255P ADP | SA7255P | QNN | 4.841 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | Facial-Attribute-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.422 ms | 0 - 51 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection.tflite) |
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+ | Facial-Attribute-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.42 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | Facial-Attribute-Detection | SA8295P ADP | SA8295P | TFLITE | 0.897 ms | 0 - 34 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection.tflite) |
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+ | Facial-Attribute-Detection | SA8295P ADP | SA8295P | QNN | 0.834 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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+ | Facial-Attribute-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.432 ms | 0 - 49 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection.tflite) |
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+ | Facial-Attribute-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.413 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | Facial-Attribute-Detection | SA8775P ADP | SA8775P | TFLITE | 0.761 ms | 0 - 31 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection.tflite) |
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+ | Facial-Attribute-Detection | SA8775P ADP | SA8775P | QNN | 0.698 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | Facial-Attribute-Detection | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.418 ms | 0 - 40 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection.tflite) |
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+ | Facial-Attribute-Detection | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.574 ms | 0 - 15 MB | INT8 | NPU | Use Export Script |
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+ | Facial-Attribute-Detection | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 62.564 ms | 2 - 5 MB | INT8 | CPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection.tflite) |
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+ | Facial-Attribute-Detection | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 4.913 ms | 0 - 31 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection.tflite) |
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+ | Facial-Attribute-Detection | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 4.841 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | Facial-Attribute-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.42 ms | 0 - 50 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection.tflite) |
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+ | Facial-Attribute-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.419 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | Facial-Attribute-Detection | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.761 ms | 0 - 31 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection.tflite) |
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+ | Facial-Attribute-Detection | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.698 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | Facial-Attribute-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.655 ms | 0 - 50 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection.tflite) |
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+ | Facial-Attribute-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.633 ms | 0 - 44 MB | INT8 | NPU | Use Export Script |
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+ | Facial-Attribute-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.524 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | Facial-Attribute-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.604 ms | 14 - 14 MB | INT8 | NPU | [Facial-Attribute-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection-Quantized/blob/main/Facial-Attribute-Detection.onnx) |
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  ```
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  Profiling Results
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  ------------------------------------------------------------
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+ Facial-Attribute-Detection
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.4
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+ Estimated peak memory usage (MB): [0, 49]
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  Total # Ops : 171
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  Compute Unit(s) : NPU (171 ops)
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  ```
 
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  ## Deploying compiled model to Android
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