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FFNet-40S

Image Segmentation
PyTorch
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ONNX
real_time
android
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@@ -36,29 +36,29 @@ 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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- | FFNet-40S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 17.201 ms | 0 - 2 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 | 17.556 ms | 24 - 48 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 | 24.609 ms | 24 - 55 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 | 12.28 ms | 1 - 105 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 | 12.467 ms | 24 - 59 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 | 18.628 ms | 31 - 156 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 | 9.909 ms | 2 - 45 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 | 12.09 ms | 24 - 55 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 17.499 ms | 13 - 64 MB | FP16 | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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- | FFNet-40S | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 16.925 ms | 2 - 5 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 | 16.358 ms | 24 - 25 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 16.876 ms | 2 - 5 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 | 16.682 ms | 24 - 28 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 17.224 ms | 0 - 8 MB | FP16 | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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- | FFNet-40S | SA8775 (Proxy) | SA8775P Proxy | QNN | 16.408 ms | 24 - 26 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 17.499 ms | 2 - 5 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 | 16.413 ms | 24 - 25 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | SA8295P ADP | SA8295P | TFLITE | 31.666 ms | 2 - 39 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 | 30.789 ms | 24 - 30 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 27.706 ms | 2 - 93 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 | 28.413 ms | 24 - 58 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 16.509 ms | 24 - 24 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 30.25 ms | 24 - 24 MB | FP16 | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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@@ -123,8 +123,8 @@ Profiling Results
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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) : 17.2
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- Estimated peak memory usage (MB): [0, 2]
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  Total # Ops : 92
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  Compute Unit(s) : NPU (92 ops)
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  ```
 
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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 | 16.938 ms | 2 - 5 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 | 17.362 ms | 24 - 48 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 | 24.661 ms | 24 - 54 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 | 12.305 ms | 1 - 103 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 | 12.568 ms | 24 - 60 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 | 18.446 ms | 31 - 157 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 | 11.87 ms | 1 - 43 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 | 12.122 ms | 33 - 65 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 15.688 ms | 19 - 70 MB | FP16 | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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+ | FFNet-40S | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 16.894 ms | 2 - 5 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 | 16.325 ms | 24 - 25 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 16.927 ms | 2 - 5 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 | 16.448 ms | 24 - 26 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 16.989 ms | 0 - 7 MB | FP16 | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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+ | FFNet-40S | SA8775 (Proxy) | SA8775P Proxy | QNN | 16.673 ms | 24 - 25 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 16.923 ms | 2 - 4 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 | 16.644 ms | 24 - 26 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | SA8295P ADP | SA8295P | TFLITE | 31.644 ms | 2 - 39 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 | 30.73 ms | 24 - 30 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 27.756 ms | 2 - 94 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 | 28.687 ms | 22 - 53 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 16.414 ms | 24 - 24 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 30.117 ms | 24 - 24 MB | FP16 | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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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) : 16.9
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+ Estimated peak memory usage (MB): [2, 5]
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  Total # Ops : 92
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  Compute Unit(s) : NPU (92 ops)
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  ```