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FFNet-54S

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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  - android
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  pipeline_tag: image-segmentation
@@ -25,45 +25,64 @@ 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: ffnet54S_dBBB_cityscapes_state_dict_quarts
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  - Input resolution: 2048x1024
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  - Number of parameters: 18.0M
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- - Model size: 68.8 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-54S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 45.888 ms | 2 - 16 MB | FP16 | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 45.82 ms | 24 - 42 MB | FP16 | NPU | [FFNet-54S.so](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.so) |
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- | FFNet-54S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 37.316 ms | 29 - 94 MB | FP16 | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
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- | FFNet-54S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 31.047 ms | 1 - 96 MB | FP16 | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 31.004 ms | 14 - 52 MB | FP16 | NPU | [FFNet-54S.so](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.so) |
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- | FFNet-54S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 26.358 ms | 30 - 83 MB | FP16 | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
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- | FFNet-54S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 26.497 ms | 1 - 62 MB | FP16 | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 31.737 ms | 6 - 45 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 20.369 ms | 30 - 76 MB | FP16 | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
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- | FFNet-54S | SA7255P ADP | SA7255P | TFLITE | 1014.331 ms | 0 - 57 MB | FP16 | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | SA7255P ADP | SA7255P | QNN | 995.556 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 45.94 ms | 2 - 24 MB | FP16 | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | SA8255 (Proxy) | SA8255P Proxy | QNN | 36.464 ms | 24 - 27 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | SA8295P ADP | SA8295P | TFLITE | 69.595 ms | 2 - 57 MB | FP16 | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | SA8295P ADP | SA8295P | QNN | 58.354 ms | 24 - 42 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 45.732 ms | 2 - 22 MB | FP16 | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | SA8650 (Proxy) | SA8650P Proxy | QNN | 36.435 ms | 24 - 27 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | SA8775P ADP | SA8775P | TFLITE | 76.304 ms | 2 - 60 MB | FP16 | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | SA8775P ADP | SA8775P | QNN | 63.658 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 1014.331 ms | 0 - 57 MB | FP16 | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 995.556 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 45.912 ms | 2 - 22 MB | FP16 | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 36.268 ms | 24 - 27 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 76.304 ms | 2 - 60 MB | FP16 | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 63.658 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 60.714 ms | 2 - 96 MB | FP16 | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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- | FFNet-54S | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 60.622 ms | 23 - 61 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 37.828 ms | 24 - 24 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 39.239 ms | 24 - 24 MB | FP16 | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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@@ -125,12 +144,12 @@ python -m qai_hub_models.models.ffnet_54s.export
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  Profiling Results
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  ------------------------------------------------------------
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  FFNet-54S
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 45.9
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- Estimated peak memory usage (MB): [2, 16]
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- Total # Ops : 115
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- Compute Unit(s) : NPU (115 ops)
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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: ffnet54S_dBBB_cityscapes_state_dict_quarts
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  - Input resolution: 2048x1024
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  - Number of parameters: 18.0M
 
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  - Number of output classes: 19
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+ - Model size (float): 68.8 MB
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+ - Model size (w8a8): 17.5 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-54S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 169.866 ms | 0 - 57 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 152.83 ms | 24 - 34 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 60.574 ms | 2 - 93 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 72.64 ms | 23 - 74 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 45.847 ms | 2 - 26 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 36.177 ms | 24 - 28 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 62.049 ms | 2 - 60 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 51.997 ms | 24 - 36 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 169.866 ms | 0 - 57 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 152.83 ms | 24 - 34 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 45.87 ms | 2 - 23 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 36.813 ms | 24 - 26 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 69.615 ms | 2 - 58 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 58.408 ms | 24 - 42 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 46.195 ms | 2 - 25 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 36.47 ms | 24 - 27 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 62.049 ms | 2 - 60 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 51.997 ms | 24 - 36 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 45.972 ms | 2 - 28 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 36.525 ms | 24 - 43 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 37.233 ms | 32 - 123 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
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+ | FFNet-54S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 31.012 ms | 0 - 90 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 25.784 ms | 20 - 74 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 26.402 ms | 30 - 86 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
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+ | FFNet-54S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 31.824 ms | 1 - 61 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.tflite) |
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+ | FFNet-54S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 23.989 ms | 24 - 84 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 23.406 ms | 28 - 73 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
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+ | FFNet-54S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 37.916 ms | 24 - 24 MB | NPU | Use Export Script |
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+ | FFNet-54S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 39.025 ms | 24 - 24 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
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+ | FFNet-54S | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 25.858 ms | 1 - 39 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 11.313 ms | 1 - 63 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 9.514 ms | 1 - 16 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 10.25 ms | 1 - 41 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 67.338 ms | 0 - 61 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 319.196 ms | 1 - 3 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 25.858 ms | 1 - 39 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 9.52 ms | 1 - 15 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 14.896 ms | 0 - 42 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 9.509 ms | 1 - 11 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 10.25 ms | 1 - 41 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 9.65 ms | 1 - 15 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 11.494 ms | 6 - 47 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.onnx) |
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+ | FFNet-54S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 6.955 ms | 0 - 60 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 7.429 ms | 6 - 77 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.onnx) |
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+ | FFNet-54S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 6.847 ms | 1 - 43 MB | NPU | [FFNet-54S.tflite](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.tflite) |
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+ | FFNet-54S | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 6.594 ms | 3 - 61 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.onnx) |
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+ | FFNet-54S | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.287 ms | 12 - 12 MB | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S_w8a8.onnx) |
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  Profiling Results
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  ------------------------------------------------------------
146
  FFNet-54S
147
+ Device : cs_8275 (ANDROID 14)
148
+ Runtime : TFLITE
149
+ Estimated inference time (ms) : 169.9
150
+ Estimated peak memory usage (MB): [0, 57]
151
+ Total # Ops : 115
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+ Compute Unit(s) : npu (115 ops) gpu (0 ops) cpu (0 ops)
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  ```
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