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MediaPipe-Selfie-Segmentation

Image Segmentation
PyTorch
LiteRT
android
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@@ -1,6 +1,6 @@
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  ---
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  library_name: pytorch
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- license: apache-2.0
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  tags:
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  - android
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  pipeline_tag: image-segmentation
@@ -25,7 +25,7 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Semantic segmentation
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  - **Model Stats:**
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  - Model checkpoint: Square
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  - Input resolution (Square): 256x256
@@ -34,37 +34,37 @@ More details on model performance across various devices, can be found
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  - Model size: 454 KB
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  - Number of output classes: 6
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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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- | MediaPipe-Selfie-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.701 ms | 0 - 8 MB | FP16 | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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- | MediaPipe-Selfie-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.683 ms | 1 - 9 MB | FP16 | NPU | [MediaPipe-Selfie-Segmentation.so](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.so) |
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- | MediaPipe-Selfie-Segmentation | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.005 ms | 0 - 6 MB | FP16 | NPU | [MediaPipe-Selfie-Segmentation.onnx](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.onnx) |
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- | MediaPipe-Selfie-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.46 ms | 0 - 21 MB | FP16 | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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- | MediaPipe-Selfie-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.454 ms | 0 - 28 MB | FP16 | NPU | [MediaPipe-Selfie-Segmentation.so](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.so) |
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- | MediaPipe-Selfie-Segmentation | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.629 ms | 0 - 23 MB | FP16 | NPU | [MediaPipe-Selfie-Segmentation.onnx](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.onnx) |
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- | MediaPipe-Selfie-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.434 ms | 0 - 16 MB | FP16 | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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- | MediaPipe-Selfie-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.425 ms | 1 - 20 MB | FP16 | NPU | Use Export Script |
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- | MediaPipe-Selfie-Segmentation | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.507 ms | 1 - 21 MB | FP16 | NPU | [MediaPipe-Selfie-Segmentation.onnx](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.onnx) |
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- | MediaPipe-Selfie-Segmentation | SA7255P ADP | SA7255P | TFLITE | 6.169 ms | 0 - 12 MB | FP16 | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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- | MediaPipe-Selfie-Segmentation | SA7255P ADP | SA7255P | QNN | 6.012 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | MediaPipe-Selfie-Segmentation | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.694 ms | 0 - 7 MB | FP16 | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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- | MediaPipe-Selfie-Segmentation | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.689 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | MediaPipe-Selfie-Segmentation | SA8295P ADP | SA8295P | TFLITE | 1.295 ms | 0 - 18 MB | FP16 | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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- | MediaPipe-Selfie-Segmentation | SA8295P ADP | SA8295P | QNN | 1.29 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | MediaPipe-Selfie-Segmentation | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.695 ms | 0 - 7 MB | FP16 | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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- | MediaPipe-Selfie-Segmentation | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.693 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | MediaPipe-Selfie-Segmentation | SA8775P ADP | SA8775P | TFLITE | 1.194 ms | 0 - 12 MB | FP16 | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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- | MediaPipe-Selfie-Segmentation | SA8775P ADP | SA8775P | QNN | 1.174 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | MediaPipe-Selfie-Segmentation | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 6.169 ms | 0 - 12 MB | FP16 | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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- | MediaPipe-Selfie-Segmentation | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 6.012 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | MediaPipe-Selfie-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.689 ms | 0 - 7 MB | FP16 | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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- | MediaPipe-Selfie-Segmentation | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.692 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | MediaPipe-Selfie-Segmentation | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.194 ms | 0 - 12 MB | FP16 | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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- | MediaPipe-Selfie-Segmentation | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.174 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | MediaPipe-Selfie-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.0 ms | 0 - 22 MB | FP16 | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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- | MediaPipe-Selfie-Segmentation | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.998 ms | 1 - 25 MB | FP16 | NPU | Use Export Script |
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- | MediaPipe-Selfie-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.826 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | MediaPipe-Selfie-Segmentation | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.076 ms | 2 - 2 MB | FP16 | NPU | [MediaPipe-Selfie-Segmentation.onnx](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.onnx) |
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@@ -126,12 +126,12 @@ python -m qai_hub_models.models.mediapipe_selfie.export
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  Profiling Results
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  ------------------------------------------------------------
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  MediaPipe-Selfie-Segmentation
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 0.7
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- Estimated peak memory usage (MB): [0, 8]
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- Total # Ops : 118
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- Compute Unit(s) : NPU (118 ops)
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  ```
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1
  ---
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  library_name: pytorch
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+ license: other
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  tags:
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  - android
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  pipeline_tag: image-segmentation
 
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  ### Model Details
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+ - **Model Type:** Model_use_case.semantic_segmentation
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  - **Model Stats:**
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  - Model checkpoint: Square
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  - Input resolution (Square): 256x256
 
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  - Model size: 454 KB
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  - Number of output classes: 6
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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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+ | MediaPipe-Selfie-Segmentation | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 1.855 ms | 0 - 12 MB | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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+ | MediaPipe-Selfie-Segmentation | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 1.749 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | MediaPipe-Selfie-Segmentation | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.993 ms | 0 - 20 MB | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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+ | MediaPipe-Selfie-Segmentation | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.056 ms | 1 - 23 MB | NPU | Use Export Script |
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+ | MediaPipe-Selfie-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.694 ms | 0 - 8 MB | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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+ | MediaPipe-Selfie-Segmentation | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.692 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | MediaPipe-Selfie-Segmentation | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.025 ms | 0 - 15 MB | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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+ | MediaPipe-Selfie-Segmentation | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 0.978 ms | 1 - 16 MB | NPU | Use Export Script |
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+ | MediaPipe-Selfie-Segmentation | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 1.855 ms | 0 - 12 MB | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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+ | MediaPipe-Selfie-Segmentation | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 1.749 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | MediaPipe-Selfie-Segmentation | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.692 ms | 0 - 8 MB | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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+ | MediaPipe-Selfie-Segmentation | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.704 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | MediaPipe-Selfie-Segmentation | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.273 ms | 0 - 16 MB | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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+ | MediaPipe-Selfie-Segmentation | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.265 ms | 0 - 6 MB | NPU | Use Export Script |
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+ | MediaPipe-Selfie-Segmentation | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.693 ms | 0 - 7 MB | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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+ | MediaPipe-Selfie-Segmentation | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.696 ms | 2 - 4 MB | NPU | Use Export Script |
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+ | MediaPipe-Selfie-Segmentation | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.025 ms | 0 - 15 MB | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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+ | MediaPipe-Selfie-Segmentation | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 0.978 ms | 1 - 16 MB | NPU | Use Export Script |
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+ | MediaPipe-Selfie-Segmentation | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.692 ms | 0 - 7 MB | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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+ | MediaPipe-Selfie-Segmentation | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.691 ms | 1 - 9 MB | NPU | Use Export Script |
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+ | MediaPipe-Selfie-Segmentation | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.976 ms | 0 - 6 MB | NPU | [MediaPipe-Selfie-Segmentation.onnx](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.onnx) |
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+ | MediaPipe-Selfie-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.455 ms | 0 - 27 MB | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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+ | MediaPipe-Selfie-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.457 ms | 0 - 26 MB | NPU | Use Export Script |
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+ | MediaPipe-Selfie-Segmentation | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.64 ms | 0 - 30 MB | NPU | [MediaPipe-Selfie-Segmentation.onnx](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.onnx) |
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+ | MediaPipe-Selfie-Segmentation | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.43 ms | 0 - 18 MB | NPU | [MediaPipe-Selfie-Segmentation.tflite](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.tflite) |
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+ | MediaPipe-Selfie-Segmentation | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.438 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | MediaPipe-Selfie-Segmentation | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.628 ms | 1 - 21 MB | NPU | [MediaPipe-Selfie-Segmentation.onnx](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.onnx) |
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+ | MediaPipe-Selfie-Segmentation | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.835 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | MediaPipe-Selfie-Segmentation | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.079 ms | 2 - 2 MB | NPU | [MediaPipe-Selfie-Segmentation.onnx](https://huggingface.co/qualcomm/MediaPipe-Selfie-Segmentation/blob/main/MediaPipe-Selfie-Segmentation.onnx) |
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  Profiling Results
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  ------------------------------------------------------------
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  MediaPipe-Selfie-Segmentation
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+ Device : cs_8275 (ANDROID 14)
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+ Runtime : TFLITE
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+ Estimated inference time (ms) : 1.9
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+ Estimated peak memory usage (MB): [0, 12]
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+ Total # Ops : 118
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+ Compute Unit(s) : npu (118 ops) gpu (0 ops) cpu (0 ops)
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  ```
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