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FFNet-54S

Image Segmentation
PyTorch
LiteRT
ONNX
android
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@@ -35,35 +35,35 @@ 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-54S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 46.48 ms | 2 - 23 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 | 36.392 ms | 24 - 27 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 | 46.908 ms | 29 - 123 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 | 31.333 ms | 2 - 90 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 | 25.449 ms | 24 - 44 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 | 31.99 ms | 28 - 72 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 | 26.445 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 | 31.85 ms | 21 - 59 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 31.761 ms | 23 - 62 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 | 1014.357 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 | 1001.072 ms | 24 - 32 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 45.837 ms | 2 - 21 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 | 36.744 ms | 24 - 27 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | SA8295P ADP | SA8295P | TFLITE | 69.616 ms | 2 - 58 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 | 58.358 ms | 24 - 38 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 46.311 ms | 2 - 21 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 | 36.78 ms | 24 - 27 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | SA8775P ADP | SA8775P | TFLITE | 76.335 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 | 64.024 ms | 20 - 30 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 1014.357 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 | 1001.072 ms | 24 - 32 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 46.16 ms | 2 - 27 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 | 36.457 ms | 24 - 26 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 76.335 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 | 64.024 ms | 20 - 30 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 60.859 ms | 2 - 94 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 | 60.536 ms | 23 - 62 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 37.763 ms | 24 - 24 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 45.654 ms | 24 - 24 MB | FP16 | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
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@@ -127,8 +127,8 @@ Profiling Results
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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) : 46.5
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- Estimated peak memory usage (MB): [2, 23]
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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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  | 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 | 45.986 ms | 3 - 21 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 | 36.369 ms | 24 - 26 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 | 45.708 ms | 29 - 122 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 | 31.048 ms | 1 - 93 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 | 25.359 ms | 24 - 43 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 | 32.008 ms | 28 - 74 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 | 31.892 ms | 0 - 60 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 | 26.038 ms | 13 - 50 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-54S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 31.397 ms | 20 - 58 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 | 1014.422 ms | 2 - 59 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 | 995.477 ms | 24 - 33 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-54S | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 46.141 ms | 2 - 21 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 | 36.293 ms | 24 - 26 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-54S | SA8295P ADP | SA8295P | TFLITE | 69.541 ms | 2 - 58 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 | 58.282 ms | 24 - 42 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-54S | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 45.828 ms | 2 - 21 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 | 36.517 ms | 24 - 26 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-54S | SA8775P ADP | SA8775P | TFLITE | 76.31 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 | SA8775P ADP | SA8775P | QNN | 63.674 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-54S | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 1014.422 ms | 2 - 59 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 | 995.477 ms | 24 - 33 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-54S | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 46.037 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 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 36.451 ms | 24 - 27 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-54S | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 76.31 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 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 63.674 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-54S | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 60.673 ms | 2 - 95 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 | 60.95 ms | 24 - 67 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-54S | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 37.821 ms | 24 - 24 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-54S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 45.592 ms | 24 - 24 MB | FP16 | NPU | [FFNet-54S.onnx](https://huggingface.co/qualcomm/FFNet-54S/blob/main/FFNet-54S.onnx) |
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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) : 46.0
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+ Estimated peak memory usage (MB): [3, 21]
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  Total # Ops : 115
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  Compute Unit(s) : NPU (115 ops)
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  ```