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FFNet-40S

Image Segmentation
PyTorch
LiteRT
ONNX
real_time
android
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@@ -36,31 +36,31 @@ 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 | 16.962 ms | 2 - 29 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 | 17.515 ms | 2 - 27 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 | 24.98 ms | 24 - 26 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 | 12.386 ms | 1 - 37 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 | 12.578 ms | 24 - 61 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 | 18.482 ms | 31 - 158 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 | 11.84 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 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 12.152 ms | 24 - 56 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 17.552 ms | 19 - 74 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 | 17.273 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 | 16.398 ms | 24 - 26 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | SA7255P ADP | SA7255P | TFLITE | 761.554 ms | 0 - 32 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 | 760.494 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 17.592 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 | SA8255 (Proxy) | SA8255P Proxy | QNN | 16.428 ms | 24 - 25 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | SA8295P ADP | SA8295P | TFLITE | 31.658 ms | 2 - 32 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 | 30.724 ms | 24 - 30 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 17.138 ms | 2 - 28 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 | 16.609 ms | 24 - 25 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | SA8775P ADP | SA8775P | TFLITE | 35.147 ms | 2 - 36 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 | 34.551 ms | 24 - 30 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 28.848 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 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 28.856 ms | 12 - 43 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 16.579 ms | 24 - 24 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 30.68 ms | 24 - 24 MB | FP16 | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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@@ -125,10 +125,10 @@ 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) : 17.0
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- Estimated peak memory usage (MB): [2, 29]
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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 | 45.422 ms | 4 - 21 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 | 54.991 ms | 24 - 41 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 | 35.72 ms | 29 - 101 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 | 29.716 ms | 2 - 49 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 | 37.476 ms | 14 - 56 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 | 25.75 ms | 26 - 70 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 | 23.928 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 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 32.713 ms | 12 - 54 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 24.234 ms | 30 - 72 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 | 44.925 ms | 2 - 22 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 | 41.513 ms | 24 - 27 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | SA7255P ADP | SA7255P | TFLITE | 853.906 ms | 3 - 46 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 | 842.941 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 45.165 ms | 4 - 26 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 | 41.508 ms | 24 - 26 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | SA8295P ADP | SA8295P | TFLITE | 66.395 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 | SA8295P ADP | SA8295P | QNN | 64.583 ms | 24 - 38 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 45.194 ms | 2 - 23 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 | 41.421 ms | 24 - 26 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | SA8775P ADP | SA8775P | TFLITE | 71.816 ms | 2 - 46 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 | 65.545 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 57.324 ms | 2 - 47 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 | 69.305 ms | 23 - 62 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 42.428 ms | 24 - 24 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 38.682 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) : 45.4
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+ Estimated peak memory usage (MB): [4, 21]
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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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