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README.md
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library_name: pytorch
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license:
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tags:
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- android
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pipeline_tag: image-segmentation
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### Model Details
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- **Model Type:**
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- **Model Stats:**
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- Model checkpoint: ffnet122NS_CCC_cityscapes_state_dict_quarts_pre_down
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- Input resolution: 1024x512
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- Model size: 123 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-122NS-LowRes |
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| FFNet-122NS-LowRes |
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| FFNet-122NS-LowRes |
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| FFNet-122NS-LowRes |
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| FFNet-122NS-LowRes |
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| FFNet-122NS-LowRes |
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| FFNet-122NS-LowRes |
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| FFNet-122NS-LowRes |
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| FFNet-122NS-LowRes |
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| FFNet-122NS-LowRes | SA7255P ADP | SA7255P |
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| FFNet-122NS-LowRes |
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| FFNet-122NS-LowRes | SA8255 (Proxy) | SA8255P Proxy |
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| FFNet-122NS-LowRes |
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| FFNet-122NS-LowRes | SA8295P ADP | SA8295P |
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| FFNet-122NS-LowRes |
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| FFNet-122NS-LowRes | SA8650 (Proxy) | SA8650P Proxy |
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| FFNet-122NS-LowRes |
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| FFNet-122NS-LowRes | SA8775P ADP | SA8775P |
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| FFNet-122NS-LowRes |
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| FFNet-122NS-LowRes |
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| FFNet-122NS-LowRes |
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| FFNet-122NS-LowRes |
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| FFNet-122NS-LowRes |
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| FFNet-122NS-LowRes |
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| FFNet-122NS-LowRes |
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| FFNet-122NS-LowRes |
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| FFNet-122NS-LowRes |
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| FFNet-122NS-LowRes | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 11.
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| FFNet-122NS-LowRes | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.
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Profiling Results
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------------------------------------------------------------
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FFNet-122NS-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): [
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Total # Ops : 218
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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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- android
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pipeline_tag: image-segmentation
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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: ffnet122NS_CCC_cityscapes_state_dict_quarts_pre_down
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- Input resolution: 1024x512
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- Model size: 123 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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|---|---|---|---|---|---|---|---|---|
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| FFNet-122NS-LowRes | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 40.614 ms | 1 - 54 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes.tflite) |
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| FFNet-122NS-LowRes | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 37.472 ms | 4 - 13 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 15.302 ms | 1 - 115 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes.tflite) |
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| FFNet-122NS-LowRes | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 22.922 ms | 1 - 40 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 12.285 ms | 1 - 19 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes.tflite) |
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| FFNet-122NS-LowRes | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 11.429 ms | 6 - 9 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 15.63 ms | 1 - 54 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes.tflite) |
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| FFNet-122NS-LowRes | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 14.468 ms | 1 - 14 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 40.614 ms | 1 - 54 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes.tflite) |
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| FFNet-122NS-LowRes | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 37.472 ms | 4 - 13 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 12.439 ms | 1 - 18 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes.tflite) |
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| FFNet-122NS-LowRes | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 11.384 ms | 6 - 8 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 17.436 ms | 0 - 55 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes.tflite) |
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| FFNet-122NS-LowRes | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 16.655 ms | 0 - 18 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 12.283 ms | 0 - 22 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes.tflite) |
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| FFNet-122NS-LowRes | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 11.155 ms | 6 - 9 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 15.63 ms | 1 - 54 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes.tflite) |
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| FFNet-122NS-LowRes | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 14.468 ms | 1 - 14 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 12.388 ms | 1 - 16 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes.tflite) |
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| FFNet-122NS-LowRes | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 11.163 ms | 6 - 16 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 8.63 ms | 1 - 186 MB | NPU | [FFNet-122NS-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes.onnx) |
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| FFNet-122NS-LowRes | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 8.471 ms | 1 - 115 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes.tflite) |
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| FFNet-122NS-LowRes | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 7.629 ms | 6 - 44 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 6.623 ms | 7 - 60 MB | NPU | [FFNet-122NS-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes.onnx) |
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| FFNet-122NS-LowRes | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 8.551 ms | 1 - 59 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes.tflite) |
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| FFNet-122NS-LowRes | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 7.857 ms | 6 - 38 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 6.426 ms | 9 - 43 MB | NPU | [FFNet-122NS-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes.onnx) |
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| FFNet-122NS-LowRes | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 11.699 ms | 6 - 6 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.724 ms | 57 - 57 MB | NPU | [FFNet-122NS-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes.onnx) |
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| FFNet-122NS-LowRes | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 6.613 ms | 0 - 34 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes_w8a8.tflite) |
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| FFNet-122NS-LowRes | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 9.248 ms | 2 - 11 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.321 ms | 0 - 93 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes_w8a8.tflite) |
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| FFNet-122NS-LowRes | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.418 ms | 2 - 91 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.881 ms | 0 - 160 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes_w8a8.tflite) |
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| FFNet-122NS-LowRes | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.442 ms | 2 - 4 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.302 ms | 0 - 36 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes_w8a8.tflite) |
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| FFNet-122NS-LowRes | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.866 ms | 2 - 15 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 9.317 ms | 0 - 68 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes_w8a8.tflite) |
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| FFNet-122NS-LowRes | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 19.543 ms | 2 - 14 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 62.099 ms | 12 - 24 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes_w8a8.tflite) |
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| FFNet-122NS-LowRes | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 6.613 ms | 0 - 34 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes_w8a8.tflite) |
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| FFNet-122NS-LowRes | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 9.248 ms | 2 - 11 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.872 ms | 0 - 163 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes_w8a8.tflite) |
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| FFNet-122NS-LowRes | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.456 ms | 2 - 4 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.12 ms | 0 - 37 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes_w8a8.tflite) |
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| FFNet-122NS-LowRes | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 6.013 ms | 2 - 19 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.872 ms | 0 - 7 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes_w8a8.tflite) |
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| FFNet-122NS-LowRes | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.458 ms | 2 - 5 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.302 ms | 0 - 36 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes_w8a8.tflite) |
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| FFNet-122NS-LowRes | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.866 ms | 2 - 15 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.883 ms | 0 - 158 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes_w8a8.tflite) |
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| FFNet-122NS-LowRes | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.469 ms | 1 - 138 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.781 ms | 1 - 75 MB | NPU | [FFNet-122NS-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes_w8a8.onnx) |
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| FFNet-122NS-LowRes | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.083 ms | 0 - 93 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes_w8a8.tflite) |
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| FFNet-122NS-LowRes | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.213 ms | 2 - 89 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.73 ms | 1 - 116 MB | NPU | [FFNet-122NS-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes_w8a8.onnx) |
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| FFNet-122NS-LowRes | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.991 ms | 0 - 41 MB | NPU | [FFNet-122NS-LowRes.tflite](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes_w8a8.tflite) |
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| FFNet-122NS-LowRes | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.175 ms | 2 - 45 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.266 ms | 1 - 57 MB | NPU | [FFNet-122NS-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes_w8a8.onnx) |
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| FFNet-122NS-LowRes | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.755 ms | 2 - 2 MB | NPU | Use Export Script |
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| FFNet-122NS-LowRes | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.807 ms | 29 - 29 MB | NPU | [FFNet-122NS-LowRes.onnx](https://huggingface.co/qualcomm/FFNet-122NS-LowRes/blob/main/FFNet-122NS-LowRes_w8a8.onnx) |
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Profiling Results
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------------------------------------------------------------
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FFNet-122NS-LowRes
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) : 40.6
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Estimated peak memory usage (MB): [1, 54]
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Total # Ops : 218
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Compute Unit(s) : npu (218 ops) gpu (0 ops) cpu (0 ops)
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```
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