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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 | 46.087 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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 36.613 ms | 20 - 23 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 | 37.712 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 | 30.953 ms | 1 - 91 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 | 25.363 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 S24 | Snapdragon® 8 Gen 3 | ONNX | 26.694 ms | 27 - 85 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 | 25.874 ms | 2 - 61 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 | 31.864 ms | 10 - 48 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 21.413 ms | 25 - 69 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 | 1014.398 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 | 995.466 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 45.854 ms | 2 - 20 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 | 36.407 ms | 19 - 22 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | SA8295P ADP | SA8295P | TFLITE | 69.617 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 | 58.333 ms | 24 - 42 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 45.975 ms | 2 - 26 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 | 36.639 ms | 24 - 27 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | SA8775P ADP | SA8775P | TFLITE | 76.273 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 | 63.657 ms | 21 - 31 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 1014.398 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 | 995.466 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 46.04 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 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 36.273 ms | 24 - 27 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 76.273 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 | 63.657 ms | 21 - 31 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 60.623 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 | 60.668 ms | 24 - 64 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 37.916 ms | 24 - 24 MB | FP16 | NPU | Use Export Script |
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- | FFNet-54S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 39.487 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) : 46.1
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- Estimated peak memory usage (MB): [2, 21]
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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 | 45.888 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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  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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  ```