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FFNet-78S

Image Segmentation
PyTorch
android
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@@ -35,31 +35,31 @@ 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-78S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 23.72 ms | 2 - 30 MB | FP16 | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 24.001 ms | 24 - 52 MB | FP16 | NPU | [FFNet-78S.so](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.so) |
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- | FFNet-78S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 37.609 ms | 24 - 54 MB | FP16 | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.onnx) |
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- | FFNet-78S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 17.32 ms | 1 - 44 MB | FP16 | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 17.928 ms | 20 - 59 MB | FP16 | NPU | [FFNet-78S.so](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.so) |
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- | FFNet-78S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 26.395 ms | 32 - 178 MB | FP16 | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.onnx) |
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- | FFNet-78S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 14.248 ms | 1 - 43 MB | FP16 | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 16.848 ms | 20 - 60 MB | FP16 | NPU | Use Export Script |
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- | FFNet-78S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 25.427 ms | 28 - 86 MB | FP16 | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.onnx) |
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- | FFNet-78S | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 23.647 ms | 2 - 30 MB | FP16 | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 23.086 ms | 24 - 25 MB | FP16 | NPU | Use Export Script |
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- | FFNet-78S | SA7255P ADP | SA7255P | TFLITE | 1164.068 ms | 0 - 40 MB | FP16 | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | SA7255P ADP | SA7255P | QNN | 1162.892 ms | 24 - 30 MB | FP16 | NPU | Use Export Script |
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- | FFNet-78S | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 23.214 ms | 2 - 32 MB | FP16 | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | SA8255 (Proxy) | SA8255P Proxy | QNN | 24.106 ms | 24 - 25 MB | FP16 | NPU | Use Export Script |
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- | FFNet-78S | SA8295P ADP | SA8295P | TFLITE | 44.303 ms | 2 - 34 MB | FP16 | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | SA8295P ADP | SA8295P | QNN | 43.366 ms | 24 - 30 MB | FP16 | NPU | Use Export Script |
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- | FFNet-78S | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 23.216 ms | 2 - 32 MB | FP16 | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | SA8650 (Proxy) | SA8650P Proxy | QNN | 23.393 ms | 24 - 25 MB | FP16 | NPU | Use Export Script |
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- | FFNet-78S | SA8775P ADP | SA8775P | TFLITE | 49.885 ms | 2 - 42 MB | FP16 | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | SA8775P ADP | SA8775P | QNN | 49.835 ms | 24 - 29 MB | FP16 | NPU | Use Export Script |
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- | FFNet-78S | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 39.548 ms | 2 - 41 MB | FP16 | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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- | FFNet-78S | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 39.617 ms | 24 - 58 MB | FP16 | NPU | Use Export Script |
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- | FFNet-78S | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 23.164 ms | 24 - 24 MB | FP16 | NPU | Use Export Script |
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- | FFNet-78S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 36.863 ms | 31 - 31 MB | FP16 | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.onnx) |
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@@ -124,7 +124,7 @@ Profiling Results
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  FFNet-78S
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 23.7
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  Estimated peak memory usage (MB): [2, 30]
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  Total # Ops : 149
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  Compute Unit(s) : NPU (149 ops)
 
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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-78S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 23.401 ms | 2 - 30 MB | FP16 | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 23.624 ms | 24 - 48 MB | FP16 | NPU | [FFNet-78S.so](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.so) |
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+ | FFNet-78S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 37.774 ms | 24 - 27 MB | FP16 | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.onnx) |
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+ | FFNet-78S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 17.568 ms | 0 - 44 MB | FP16 | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 17.359 ms | 20 - 58 MB | FP16 | NPU | [FFNet-78S.so](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.so) |
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+ | FFNet-78S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 26.397 ms | 30 - 176 MB | FP16 | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.onnx) |
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+ | FFNet-78S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 16.936 ms | 0 - 43 MB | FP16 | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 17.026 ms | 24 - 64 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-78S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 25.401 ms | 31 - 90 MB | FP16 | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.onnx) |
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+ | FFNet-78S | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 24.47 ms | 2 - 30 MB | FP16 | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 23.056 ms | 24 - 26 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-78S | SA7255P ADP | SA7255P | TFLITE | 1163.924 ms | 0 - 39 MB | FP16 | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | SA7255P ADP | SA7255P | QNN | 1162.845 ms | 24 - 34 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-78S | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 23.756 ms | 2 - 30 MB | FP16 | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | SA8255 (Proxy) | SA8255P Proxy | QNN | 23.634 ms | 24 - 25 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-78S | SA8295P ADP | SA8295P | TFLITE | 44.105 ms | 2 - 35 MB | FP16 | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | SA8295P ADP | SA8295P | QNN | 43.449 ms | 27 - 33 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-78S | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 23.466 ms | 2 - 28 MB | FP16 | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | SA8650 (Proxy) | SA8650P Proxy | QNN | 23.294 ms | 24 - 26 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-78S | SA8775P ADP | SA8775P | TFLITE | 49.839 ms | 0 - 40 MB | FP16 | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | SA8775P ADP | SA8775P | QNN | 49.91 ms | 24 - 30 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-78S | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 41.391 ms | 2 - 38 MB | FP16 | NPU | [FFNet-78S.tflite](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.tflite) |
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+ | FFNet-78S | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 39.764 ms | 14 - 52 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-78S | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 23.125 ms | 24 - 24 MB | FP16 | NPU | Use Export Script |
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+ | FFNet-78S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 36.969 ms | 32 - 32 MB | FP16 | NPU | [FFNet-78S.onnx](https://huggingface.co/qualcomm/FFNet-78S/blob/main/FFNet-78S.onnx) |
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  FFNet-78S
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 23.4
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  Estimated peak memory usage (MB): [2, 30]
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  Total # Ops : 149
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  Compute Unit(s) : NPU (149 ops)