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FFNet-40S

Image Segmentation
PyTorch
LiteRT
ONNX
real_time
android
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@@ -36,35 +36,35 @@ 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-40S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 43.636 ms | 2 - 30 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 | 34.252 ms | 24 - 26 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 | 35.785 ms | 29 - 97 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 | 29.163 ms | 2 - 81 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 | 23.53 ms | 24 - 42 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 | 24.336 ms | 30 - 82 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 | 30.103 ms | 1 - 52 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 | 29.904 ms | 24 - 59 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 21.48 ms | 27 - 71 MB | FP16 | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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- | FFNet-40S | SA7255P ADP | SA7255P | TFLITE | 855.846 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 | SA7255P ADP | SA7255P | QNN | 837.3 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 43.95 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 | SA8255 (Proxy) | SA8255P Proxy | QNN | 33.988 ms | 24 - 27 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | SA8295P ADP | SA8295P | TFLITE | 64.66 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 | SA8295P ADP | SA8295P | QNN | 53.661 ms | 24 - 42 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 43.601 ms | 4 - 43 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 | 33.983 ms | 24 - 35 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | SA8775P ADP | SA8775P | TFLITE | 70.666 ms | 2 - 51 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 | 57.792 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 855.846 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 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 837.3 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 43.704 ms | 2 - 24 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 | 34.035 ms | 24 - 26 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 70.666 ms | 2 - 51 MB | FP16 | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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- | FFNet-40S | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 57.792 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 57.043 ms | 2 - 79 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 | 56.192 ms | 23 - 58 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 35.226 ms | 24 - 24 MB | FP16 | NPU | Use Export Script |
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- | FFNet-40S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 36.655 ms | 24 - 24 MB | FP16 | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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@@ -128,8 +128,8 @@ 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) : 43.6
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- Estimated peak memory usage (MB): [2, 30]
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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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  | 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 | 43.742 ms | 2 - 19 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 | 43.704 ms | 24 - 51 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 | 35.587 ms | 29 - 104 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 | 29.351 ms | 1 - 77 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 | 29.282 ms | 17 - 55 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 | 25.269 ms | 28 - 80 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 | 29.949 ms | 1 - 53 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 | 30.211 ms | 7 - 43 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 21.344 ms | 27 - 72 MB | FP16 | NPU | [FFNet-40S.onnx](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.onnx) |
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+ | FFNet-40S | SA7255P ADP | SA7255P | TFLITE | 855.853 ms | 3 - 51 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 | 837.332 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 43.751 ms | 2 - 25 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 | 34.275 ms | 24 - 35 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | SA8295P ADP | SA8295P | TFLITE | 64.654 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 | SA8295P ADP | SA8295P | QNN | 53.596 ms | 24 - 41 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 43.606 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 | SA8650 (Proxy) | SA8650P Proxy | QNN | 34.064 ms | 24 - 26 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | SA8775P ADP | SA8775P | TFLITE | 70.66 ms | 2 - 51 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 | 57.79 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 855.853 ms | 3 - 51 MB | FP16 | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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+ | FFNet-40S | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 837.332 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 44.0 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 | 33.904 ms | 24 - 28 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 70.66 ms | 2 - 51 MB | FP16 | NPU | [FFNet-40S.tflite](https://huggingface.co/qualcomm/FFNet-40S/blob/main/FFNet-40S.tflite) |
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+ | FFNet-40S | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 57.79 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 56.347 ms | 2 - 83 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 | 56.291 ms | 23 - 60 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 35.352 ms | 24 - 24 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-40S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 36.789 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) : 43.7
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+ Estimated peak memory usage (MB): [2, 19]
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  Total # Ops : 94
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  Compute Unit(s) : NPU (94 ops)
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  ```