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FFNet-40S

Image Segmentation
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@@ -1,6 +1,6 @@
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  ---
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  library_name: pytorch
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- license: bsd-3-clause
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  tags:
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  - real_time
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  - android
@@ -26,45 +26,64 @@ 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: ffnet40S_dBBB_cityscapes_state_dict_quarts
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  - Input resolution: 2048x1024
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  - Number of parameters: 13.9M
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- - Model size: 53.1 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) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | FFNet-40S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 43.742 ms | 2 - 19 MB | FP16 | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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- | FFNet-40S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 43.704 ms | 24 - 51 MB | FP16 | NPU | [FFNet-40S.so](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.so) |
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- | FFNet-40S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 35.587 ms | 29 - 104 MB | FP16 | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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- | FFNet-40S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 29.351 ms | 1 - 77 MB | FP16 | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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- | FFNet-40S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 29.282 ms | 17 - 55 MB | FP16 | NPU | [FFNet-40S.so](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.so) |
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- | FFNet-40S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 25.269 ms | 28 - 80 MB | FP16 | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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- | FFNet-40S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 29.949 ms | 1 - 53 MB | FP16 | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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- | FFNet-40S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 30.211 ms | 7 - 43 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 21.344 ms | 27 - 72 MB | FP16 | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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- | FFNet-40S | SA7255P ADP | SA7255P | TFLITE | 855.853 ms | 3 - 51 MB | FP16 | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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- | FFNet-40S | SA7255P ADP | SA7255P | QNN | 837.332 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 43.751 ms | 2 - 25 MB | FP16 | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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- | FFNet-40S | SA8255 (Proxy) | SA8255P Proxy | QNN | 34.275 ms | 24 - 35 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | SA8295P ADP | SA8295P | TFLITE | 64.654 ms | 1 - 49 MB | FP16 | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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- | FFNet-40S | SA8295P ADP | SA8295P | QNN | 53.596 ms | 24 - 41 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 43.606 ms | 2 - 37 MB | FP16 | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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- | FFNet-40S | SA8650 (Proxy) | SA8650P Proxy | QNN | 34.064 ms | 24 - 26 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | SA8775P ADP | SA8775P | TFLITE | 70.66 ms | 2 - 51 MB | FP16 | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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- | FFNet-40S | SA8775P ADP | SA8775P | QNN | 57.79 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 855.853 ms | 3 - 51 MB | FP16 | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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- | FFNet-40S | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 837.332 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 44.0 ms | 2 - 26 MB | FP16 | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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- | FFNet-40S | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 33.904 ms | 24 - 28 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 70.66 ms | 2 - 51 MB | FP16 | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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- | FFNet-40S | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 57.79 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 56.347 ms | 2 - 83 MB | FP16 | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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- | FFNet-40S | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 56.291 ms | 23 - 60 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 35.352 ms | 24 - 24 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 36.789 ms | 24 - 24 MB | FP16 | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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@@ -126,12 +145,12 @@ python -m qai_hub_models.models.ffnet_40s.export
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  Profiling Results
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  ------------------------------------------------------------
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  FFNet-40S
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 43.7
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- Estimated peak memory usage (MB): [2, 19]
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- Total # Ops : 94
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- Compute Unit(s) : NPU (94 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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  - real_time
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  - android
 
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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: ffnet40S_dBBB_cityscapes_state_dict_quarts
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  - Input resolution: 2048x1024
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  - Number of parameters: 13.9M
 
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  - Number of output classes: 19
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+ - Model size (float): 53.1 MB
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+ - Model size (w8a8): 13.5 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-40S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 150.357 ms | 0 - 48 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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+ | FFNet-40S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 133.759 ms | 24 - 34 MB | NPU | Use Export Script |
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+ | FFNet-40S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 56.702 ms | 1 - 77 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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+ | FFNet-40S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 66.276 ms | 24 - 72 MB | NPU | Use Export Script |
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+ | FFNet-40S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 43.809 ms | 2 - 23 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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+ | FFNet-40S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 33.937 ms | 24 - 27 MB | NPU | Use Export Script |
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+ | FFNet-40S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 57.487 ms | 2 - 51 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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+ | FFNet-40S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 47.288 ms | 24 - 37 MB | NPU | Use Export Script |
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+ | FFNet-40S | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 150.357 ms | 0 - 48 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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+ | FFNet-40S | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 133.759 ms | 24 - 34 MB | NPU | Use Export Script |
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+ | FFNet-40S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 43.553 ms | 2 - 29 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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+ | FFNet-40S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 34.273 ms | 25 - 27 MB | NPU | Use Export Script |
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+ | FFNet-40S | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 64.627 ms | 2 - 50 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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+ | FFNet-40S | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 53.725 ms | 24 - 42 MB | NPU | Use Export Script |
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+ | FFNet-40S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 43.613 ms | 2 - 31 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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+ | FFNet-40S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 34.16 ms | 24 - 26 MB | NPU | Use Export Script |
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+ | FFNet-40S | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 57.487 ms | 2 - 51 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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+ | FFNet-40S | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 47.288 ms | 24 - 37 MB | NPU | Use Export Script |
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+ | FFNet-40S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 43.837 ms | 2 - 22 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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+ | FFNet-40S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 34.243 ms | 24 - 44 MB | NPU | Use Export Script |
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+ | FFNet-40S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 34.855 ms | 32 - 125 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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+ | FFNet-40S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 29.312 ms | 2 - 79 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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+ | FFNet-40S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 23.429 ms | 17 - 70 MB | NPU | Use Export Script |
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+ | FFNet-40S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 24.645 ms | 27 - 80 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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+ | FFNet-40S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 29.611 ms | 1 - 52 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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+ | FFNet-40S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 21.216 ms | 24 - 83 MB | NPU | Use Export Script |
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+ | FFNet-40S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 22.082 ms | 23 - 67 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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+ | FFNet-40S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 35.262 ms | 24 - 24 MB | NPU | Use Export Script |
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+ | FFNet-40S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 36.79 ms | 24 - 24 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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+ | FFNet-40S | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 24.177 ms | 1 - 34 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 10.611 ms | 1 - 51 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 9.299 ms | 1 - 14 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 10.12 ms | 1 - 36 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 56.666 ms | 1 - 51 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 308.63 ms | 1 - 3 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 24.177 ms | 1 - 34 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 9.403 ms | 1 - 19 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 13.791 ms | 1 - 36 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 9.385 ms | 1 - 16 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 10.12 ms | 1 - 36 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 9.393 ms | 1 - 15 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 15.601 ms | 0 - 39 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx) |
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+ | FFNet-40S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 6.831 ms | 0 - 54 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 11.004 ms | 6 - 67 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx) |
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+ | FFNet-40S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 6.687 ms | 1 - 39 MB | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.tflite) |
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+ | FFNet-40S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 9.268 ms | 6 - 56 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx) |
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+ | FFNet-40S | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 16.96 ms | 7 - 7 MB | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S_w8a8.onnx) |
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  Profiling Results
146
  ------------------------------------------------------------
147
  FFNet-40S
148
+ Device : cs_8275 (ANDROID 14)
149
+ Runtime : TFLITE
150
+ Estimated inference time (ms) : 150.4
151
+ Estimated peak memory usage (MB): [0, 48]
152
+ Total # Ops : 94
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+ Compute Unit(s) : npu (94 ops) gpu (0 ops) cpu (0 ops)
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  ```
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