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README.md
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---
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library_name: pytorch
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license:
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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:**
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- **Model Stats:**
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- Model checkpoint: ffnet78S_dBBB_cityscapes_state_dict_quarts
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- Input resolution: 2048x1024
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- Number of parameters: 27.5M
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- Model size: 105 MB
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- Number of output classes: 19
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| Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) |
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| FFNet-78S |
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| FFNet-78S |
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| FFNet-78S |
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| FFNet-78S |
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| FFNet-78S |
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| FFNet-78S |
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| FFNet-78S |
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| FFNet-78S |
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| FFNet-78S | SA7255P ADP | SA7255P |
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| FFNet-78S |
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| FFNet-78S | SA8255 (Proxy) | SA8255P Proxy |
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| FFNet-78S |
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| FFNet-78S | SA8295P ADP | SA8295P |
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| FFNet-78S |
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| FFNet-78S | SA8650 (Proxy) | SA8650P Proxy |
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| FFNet-78S |
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| FFNet-78S | SA8775P ADP | SA8775P |
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| FFNet-78S |
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| FFNet-78S |
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| FFNet-78S |
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| FFNet-78S |
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| FFNet-78S |
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| FFNet-78S |
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| FFNet-78S |
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| FFNet-78S |
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| FFNet-78S | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 41.
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| FFNet-78S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 42.
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Profiling Results
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------------------------------------------------------------
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FFNet-78S
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Device :
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Runtime : TFLITE
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Estimated inference time (ms) :
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Estimated peak memory usage (MB): [
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Total # Ops : 151
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Compute Unit(s) :
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```
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---
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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: ffnet78S_dBBB_cityscapes_state_dict_quarts
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- Input resolution: 2048x1024
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- Number of parameters: 27.5M
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- Number of output classes: 19
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- Model size (float): 105 MB
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- Model size (w8a8): 26.7 MB
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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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| FFNet-78S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 200.337 ms | 0 - 71 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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| FFNet-78S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 183.371 ms | 24 - 34 MB | NPU | Use Export Script |
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| FFNet-78S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 67.776 ms | 2 - 123 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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| FFNet-78S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 82.163 ms | 24 - 77 MB | NPU | Use Export Script |
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| FFNet-78S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 49.494 ms | 2 - 18 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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| FFNet-78S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 39.854 ms | 24 - 28 MB | NPU | Use Export Script |
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| FFNet-78S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 68.939 ms | 2 - 73 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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| FFNet-78S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 58.765 ms | 24 - 38 MB | NPU | Use Export Script |
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| FFNet-78S | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 200.337 ms | 0 - 71 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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| FFNet-78S | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 183.371 ms | 24 - 34 MB | NPU | Use Export Script |
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| FFNet-78S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 49.513 ms | 3 - 18 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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| FFNet-78S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 39.98 ms | 24 - 27 MB | NPU | Use Export Script |
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| FFNet-78S | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 77.033 ms | 2 - 73 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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| FFNet-78S | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 65.863 ms | 24 - 42 MB | NPU | Use Export Script |
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| FFNet-78S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 49.649 ms | 2 - 20 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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| FFNet-78S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 40.025 ms | 24 - 27 MB | NPU | Use Export Script |
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| FFNet-78S | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 68.939 ms | 2 - 73 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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| FFNet-78S | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 58.765 ms | 24 - 38 MB | NPU | Use Export Script |
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| FFNet-78S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 49.726 ms | 2 - 18 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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| FFNet-78S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 40.416 ms | 24 - 45 MB | NPU | Use Export Script |
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| FFNet-78S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 42.181 ms | 24 - 159 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.onnx) |
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| FFNet-78S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 33.752 ms | 1 - 122 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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| FFNet-78S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 28.008 ms | 79 - 135 MB | NPU | Use Export Script |
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| FFNet-78S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 29.259 ms | 26 - 80 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.onnx) |
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| FFNet-78S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 33.978 ms | 1 - 75 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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| FFNet-78S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 26.626 ms | 18 - 81 MB | NPU | Use Export Script |
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| FFNet-78S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 21.238 ms | 28 - 76 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.onnx) |
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| FFNet-78S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 41.555 ms | 24 - 24 MB | NPU | Use Export Script |
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| FFNet-78S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 42.932 ms | 31 - 31 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.onnx) |
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| FFNet-78S | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 29.563 ms | 1 - 49 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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| FFNet-78S | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 39.593 ms | 6 - 16 MB | NPU | Use Export Script |
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| FFNet-78S | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 12.463 ms | 0 - 79 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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| FFNet-78S | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 20.699 ms | 6 - 90 MB | NPU | Use Export Script |
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| FFNet-78S | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 10.604 ms | 1 - 20 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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| FFNet-78S | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 16.57 ms | 6 - 10 MB | NPU | Use Export Script |
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| FFNet-78S | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 11.172 ms | 1 - 51 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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| FFNet-78S | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 17.093 ms | 6 - 20 MB | NPU | Use Export Script |
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| FFNet-78S | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 72.658 ms | 1 - 76 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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| FFNet-78S | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 84.215 ms | 6 - 17 MB | NPU | Use Export Script |
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| FFNet-78S | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 337.872 ms | 1 - 2 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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| FFNet-78S | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 29.563 ms | 1 - 49 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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| FFNet-78S | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 39.593 ms | 6 - 16 MB | NPU | Use Export Script |
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| FFNet-78S | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 10.682 ms | 1 - 14 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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| FFNet-78S | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 16.613 ms | 6 - 8 MB | NPU | Use Export Script |
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| FFNet-78S | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 16.752 ms | 0 - 51 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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| FFNet-78S | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 23.604 ms | 6 - 24 MB | NPU | Use Export Script |
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| FFNet-78S | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 10.697 ms | 1 - 12 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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| FFNet-78S | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 16.595 ms | 6 - 8 MB | NPU | Use Export Script |
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| FFNet-78S | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 11.172 ms | 1 - 51 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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| FFNet-78S | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 17.093 ms | 6 - 20 MB | NPU | Use Export Script |
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| FFNet-78S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 10.73 ms | 1 - 15 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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| FFNet-78S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 16.573 ms | 6 - 30 MB | NPU | Use Export Script |
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| FFNet-78S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 19.124 ms | 3 - 91 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.onnx) |
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| FFNet-78S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 7.649 ms | 0 - 74 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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| FFNet-78S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 11.801 ms | 6 - 90 MB | NPU | Use Export Script |
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| FFNet-78S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 14.622 ms | 12 - 154 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.onnx) |
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| FFNet-78S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 7.431 ms | 0 - 52 MB | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.tflite) |
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| FFNet-78S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 9.517 ms | 6 - 79 MB | NPU | Use Export Script |
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| FFNet-78S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 13.08 ms | 11 - 127 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.onnx) |
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| FFNet-78S | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 17.493 ms | 6 - 6 MB | NPU | Use Export Script |
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| FFNet-78S | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 22.244 ms | 19 - 19 MB | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S_w8a8.onnx) |
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Profiling Results
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------------------------------------------------------------
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FFNet-78S
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) : 200.3
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Estimated peak memory usage (MB): [0, 71]
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Total # Ops : 151
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Compute Unit(s) : npu (151 ops) gpu (0 ops) cpu (0 ops)
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```
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