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FFNet-78S-Quantized

Image Segmentation
PyTorch
LiteRT
ONNX
quantized
real_time
android
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@@ -37,22 +37,34 @@ 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-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 5.704 ms | 1 - 15 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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- | FFNet-78S-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 11.437 ms | 0 - 23 MB | INT8 | NPU | [FFNet-78S-Quantized.onnx](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.onnx) |
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- | FFNet-78S-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 4.092 ms | 1 - 33 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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- | FFNet-78S-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 7.789 ms | 7 - 159 MB | INT8 | NPU | [FFNet-78S-Quantized.onnx](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.onnx) |
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- | FFNet-78S-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 4.008 ms | 1 - 30 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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- | FFNet-78S-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 7.802 ms | 2 - 76 MB | INT8 | NPU | [FFNet-78S-Quantized.onnx](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.onnx) |
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- | FFNet-78S-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 36.948 ms | 1 - 38 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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- | FFNet-78S-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 218.142 ms | 1 - 3 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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- | FFNet-78S-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 5.678 ms | 1 - 14 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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- | FFNet-78S-Quantized | SA7255P ADP | SA7255P | TFLITE | 145.456 ms | 0 - 29 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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- | FFNet-78S-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 5.824 ms | 1 - 13 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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- | FFNet-78S-Quantized | SA8295P ADP | SA8295P | TFLITE | 11.234 ms | 1 - 31 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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- | FFNet-78S-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 5.696 ms | 1 - 13 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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- | FFNet-78S-Quantized | SA8775P ADP | SA8775P | TFLITE | 7.605 ms | 1 - 32 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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- | FFNet-78S-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 7.129 ms | 1 - 35 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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- | FFNet-78S-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 11.78 ms | 23 - 23 MB | INT8 | NPU | [FFNet-78S-Quantized.onnx](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
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@@ -117,10 +129,10 @@ Profiling Results
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  FFNet-78S-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 5.7
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- Estimated peak memory usage (MB): [1, 15]
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- Total # Ops : 156
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- Compute Unit(s) : NPU (156 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-78S-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 11.938 ms | 1 - 18 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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+ | FFNet-78S-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 23.76 ms | 6 - 19 MB | INT8 | NPU | [FFNet-78S-Quantized.so](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.so) |
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+ | FFNet-78S-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 15.3 ms | 0 - 59 MB | INT8 | NPU | [FFNet-78S-Quantized.onnx](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.onnx) |
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+ | FFNet-78S-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 8.673 ms | 1 - 38 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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+ | FFNet-78S-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 17.191 ms | 6 - 42 MB | INT8 | NPU | [FFNet-78S-Quantized.so](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.so) |
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+ | FFNet-78S-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 11.011 ms | 8 - 67 MB | INT8 | NPU | [FFNet-78S-Quantized.onnx](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.onnx) |
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+ | FFNet-78S-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 7.363 ms | 0 - 37 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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+ | FFNet-78S-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 18.192 ms | 6 - 42 MB | INT8 | NPU | Use Export Script |
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+ | FFNet-78S-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 10.474 ms | 6 - 55 MB | INT8 | NPU | [FFNet-78S-Quantized.onnx](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.onnx) |
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+ | FFNet-78S-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 51.11 ms | 1 - 41 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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+ | FFNet-78S-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 93.889 ms | 6 - 17 MB | INT8 | NPU | Use Export Script |
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+ | FFNet-78S-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 338.085 ms | 1 - 8 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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+ | FFNet-78S-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 11.921 ms | 1 - 21 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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+ | FFNet-78S-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 20.566 ms | 6 - 9 MB | INT8 | NPU | Use Export Script |
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+ | FFNet-78S-Quantized | SA7255P ADP | SA7255P | TFLITE | 157.142 ms | 1 - 31 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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+ | FFNet-78S-Quantized | SA7255P ADP | SA7255P | QNN | 170.874 ms | 6 - 16 MB | INT8 | NPU | Use Export Script |
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+ | FFNet-78S-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 11.922 ms | 1 - 15 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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+ | FFNet-78S-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 20.617 ms | 6 - 9 MB | INT8 | NPU | Use Export Script |
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+ | FFNet-78S-Quantized | SA8295P ADP | SA8295P | TFLITE | 19.095 ms | 0 - 36 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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+ | FFNet-78S-Quantized | SA8295P ADP | SA8295P | QNN | 28.637 ms | 6 - 20 MB | INT8 | NPU | Use Export Script |
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+ | FFNet-78S-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 12.086 ms | 0 - 23 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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+ | FFNet-78S-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 20.493 ms | 6 - 9 MB | INT8 | NPU | Use Export Script |
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+ | FFNet-78S-Quantized | SA8775P ADP | SA8775P | TFLITE | 15.254 ms | 1 - 31 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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+ | FFNet-78S-Quantized | SA8775P ADP | SA8775P | QNN | 25.917 ms | 6 - 16 MB | INT8 | NPU | Use Export Script |
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+ | FFNet-78S-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 14.37 ms | 0 - 36 MB | INT8 | NPU | [FFNet-78S-Quantized.tflite](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.tflite) |
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+ | FFNet-78S-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 25.49 ms | 6 - 45 MB | INT8 | NPU | Use Export Script |
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+ | FFNet-78S-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 22.059 ms | 6 - 6 MB | INT8 | NPU | Use Export Script |
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+ | FFNet-78S-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 15.806 ms | 22 - 22 MB | INT8 | NPU | [FFNet-78S-Quantized.onnx](https://huggingface.co/qualcomm/FFNet-78S-Quantized/blob/main/FFNet-78S-Quantized.onnx) |
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  FFNet-78S-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 11.9
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+ Estimated peak memory usage (MB): [1, 18]
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+ Total # Ops : 153
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+ Compute Unit(s) : NPU (153 ops)
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  ```
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