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README.md
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---
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library_name: pytorch
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license:
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tags:
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- real_time
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- android
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### Model Details
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- **Model Type:**
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- **Model Stats:**
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- Model checkpoint: ffnet78S_BCC_cityscapes_state_dict_quarts_pre_down
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- Input resolution: 1024x512
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- Model size: 102 MB
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- Number of output classes: 19
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| Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes | SA7255P ADP | SA7255P |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes | SA8255 (Proxy) | SA8255P Proxy |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes | SA8295P ADP | SA8295P |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes | SA8650 (Proxy) | SA8650P Proxy |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes | SA8775P ADP | SA8775P |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes |
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| FFNet-78S-LowRes | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 12.
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| FFNet-78S-LowRes | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 8.
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Profiling Results
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------------------------------------------------------------
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FFNet-78S-LowRes
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Device :
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Runtime : TFLITE
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Estimated inference time (ms) :
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Estimated peak memory usage (MB): [1,
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Total # Ops : 151
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Compute Unit(s) :
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```
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---
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library_name: pytorch
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license: other
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tags:
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- real_time
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- android
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### Model Details
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- **Model Type:** Model_use_case.semantic_segmentation
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- **Model Stats:**
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- Model checkpoint: ffnet78S_BCC_cityscapes_state_dict_quarts_pre_down
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- Input resolution: 1024x512
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- Model size: 102 MB
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- Number of output classes: 19
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| Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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| FFNet-78S-LowRes | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 50.312 ms | 1 - 57 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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| FFNet-78S-LowRes | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 47.394 ms | 5 - 15 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 17.47 ms | 1 - 114 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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| FFNet-78S-LowRes | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 25.787 ms | 2 - 40 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 13.063 ms | 1 - 21 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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| FFNet-78S-LowRes | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 12.227 ms | 6 - 16 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 17.76 ms | 1 - 57 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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| FFNet-78S-LowRes | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 16.78 ms | 3 - 17 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 50.312 ms | 1 - 57 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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| FFNet-78S-LowRes | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 47.394 ms | 5 - 15 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 13.186 ms | 1 - 16 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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| FFNet-78S-LowRes | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 12.322 ms | 6 - 8 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 20.106 ms | 1 - 56 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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| FFNet-78S-LowRes | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 19.073 ms | 0 - 18 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 13.225 ms | 1 - 20 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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| FFNet-78S-LowRes | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 12.333 ms | 6 - 8 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 17.76 ms | 1 - 57 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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| FFNet-78S-LowRes | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 16.78 ms | 3 - 17 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 13.087 ms | 1 - 14 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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| FFNet-78S-LowRes | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 12.303 ms | 6 - 16 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 9.225 ms | 2 - 153 MB | NPU | [FFNet-78S-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.onnx) |
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| FFNet-78S-LowRes | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 9.09 ms | 1 - 112 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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| FFNet-78S-LowRes | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 8.263 ms | 6 - 42 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 6.821 ms | 8 - 55 MB | NPU | [FFNet-78S-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.onnx) |
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| FFNet-78S-LowRes | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 7.379 ms | 1 - 60 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.tflite) |
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| FFNet-78S-LowRes | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 7.322 ms | 6 - 39 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 5.608 ms | 8 - 41 MB | NPU | [FFNet-78S-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.onnx) |
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| FFNet-78S-LowRes | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 12.836 ms | 6 - 6 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 8.809 ms | 47 - 47 MB | NPU | [FFNet-78S-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes.onnx) |
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| FFNet-78S-LowRes | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 7.73 ms | 0 - 37 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes_w8a8.tflite) |
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| FFNet-78S-LowRes | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 10.602 ms | 2 - 11 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.668 ms | 0 - 72 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes_w8a8.tflite) |
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| FFNet-78S-LowRes | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.847 ms | 2 - 71 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.017 ms | 0 - 170 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes_w8a8.tflite) |
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| FFNet-78S-LowRes | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.638 ms | 2 - 4 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.45 ms | 0 - 39 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes_w8a8.tflite) |
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| FFNet-78S-LowRes | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 5.069 ms | 2 - 16 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 10.313 ms | 0 - 59 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes_w8a8.tflite) |
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| FFNet-78S-LowRes | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 21.121 ms | 2 - 13 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 66.767 ms | 12 - 24 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes_w8a8.tflite) |
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| FFNet-78S-LowRes | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 7.73 ms | 0 - 37 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes_w8a8.tflite) |
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| FFNet-78S-LowRes | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 10.602 ms | 2 - 11 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.017 ms | 0 - 169 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes_w8a8.tflite) |
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| FFNet-78S-LowRes | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.646 ms | 2 - 4 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.688 ms | 0 - 40 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes_w8a8.tflite) |
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| FFNet-78S-LowRes | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 6.527 ms | 2 - 19 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 3.019 ms | 0 - 169 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes_w8a8.tflite) |
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| FFNet-78S-LowRes | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.635 ms | 2 - 4 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.45 ms | 0 - 39 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes_w8a8.tflite) |
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| FFNet-78S-LowRes | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 5.069 ms | 2 - 16 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 3.008 ms | 0 - 167 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes_w8a8.tflite) |
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| FFNet-78S-LowRes | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.666 ms | 2 - 137 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 4.816 ms | 0 - 71 MB | NPU | [FFNet-78S-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes_w8a8.onnx) |
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| FFNet-78S-LowRes | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.195 ms | 0 - 70 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes_w8a8.tflite) |
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| FFNet-78S-LowRes | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.332 ms | 2 - 69 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.515 ms | 4 - 105 MB | NPU | [FFNet-78S-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes_w8a8.onnx) |
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| FFNet-78S-LowRes | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 2.141 ms | 0 - 40 MB | NPU | [FFNet-78S-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes_w8a8.tflite) |
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| FFNet-78S-LowRes | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.68 ms | 2 - 41 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.741 ms | 4 - 75 MB | NPU | [FFNet-78S-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes_w8a8.onnx) |
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| FFNet-78S-LowRes | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.004 ms | 2 - 2 MB | NPU | Use Export Script |
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| FFNet-78S-LowRes | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.207 ms | 25 - 25 MB | NPU | [FFNet-78S-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-78S-LowRes/blob/main/FFNet-78S-LowRes_w8a8.onnx) |
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Profiling Results
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------------------------------------------------------------
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FFNet-78S-LowRes
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) : 50.3
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Estimated peak memory usage (MB): [1, 57]
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Total # Ops : 151
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Compute Unit(s) : npu (151 ops) gpu (0 ops) cpu (0 ops)
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```
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