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FFNet-78S

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v0.47.0

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See https://github.com/quic/ai-hub-models/releases/v0.47.0 for changelog.

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  1. README.md +73 -69
README.md CHANGED
@@ -27,12 +27,12 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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- | ONNX | float | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s/releases/v0.46.0/ffnet_78s-onnx-float.zip)
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- | ONNX | w8a8 | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s/releases/v0.46.0/ffnet_78s-onnx-w8a8.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s/releases/v0.46.0/ffnet_78s-qnn_dlc-float.zip)
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- | QNN_DLC | w8a8 | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s/releases/v0.46.0/ffnet_78s-qnn_dlc-w8a8.zip)
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- | TFLITE | float | Universal | QAIRT 2.42, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s/releases/v0.46.0/ffnet_78s-tflite-float.zip)
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- | TFLITE | w8a8 | Universal | QAIRT 2.42, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s/releases/v0.46.0/ffnet_78s-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[FFNet-78S on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/ffnet_78s)**.
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@@ -63,69 +63,73 @@ See our repository for [FFNet-78S on GitHub](https://github.com/quic/ai-hub-mode
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
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- | FFNet-78S | ONNX | float | Snapdragon® X Elite | 33.983 ms | 31 - 31 MB | NPU
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- | FFNet-78S | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 24.542 ms | 31 - 300 MB | NPU
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- | FFNet-78S | ONNX | float | Qualcomm® QCS8550 (Proxy) | 34.536 ms | 24 - 55 MB | NPU
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- | FFNet-78S | ONNX | float | Qualcomm® QCS9075 | 59.887 ms | 24 - 51 MB | NPU
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- | FFNet-78S | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 26.338 ms | 6 - 160 MB | NPU
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- | FFNet-78S | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.372 ms | 13 - 212 MB | NPU
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- | FFNet-78S | ONNX | w8a8 | Snapdragon® X Elite | 12.19 ms | 22 - 22 MB | NPU
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- | FFNet-78S | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 7.941 ms | 7 - 239 MB | NPU
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- | FFNet-78S | ONNX | w8a8 | Qualcomm® QCS6490 | 488.488 ms | 162 - 231 MB | CPU
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- | FFNet-78S | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 11.597 ms | 0 - 24 MB | NPU
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- | FFNet-78S | ONNX | w8a8 | Qualcomm® QCS9075 | 14.86 ms | 6 - 9 MB | NPU
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- | FFNet-78S | ONNX | w8a8 | Qualcomm® QCM6690 | 536.419 ms | 167 - 177 MB | CPU
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- | FFNet-78S | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 6.021 ms | 2 - 160 MB | NPU
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- | FFNet-78S | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 532.054 ms | 172 - 182 MB | CPU
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- | FFNet-78S | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.503 ms | 2 - 168 MB | NPU
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- | FFNet-78S | QNN_DLC | float | Snapdragon® X Elite | 44.274 ms | 24 - 24 MB | NPU
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- | FFNet-78S | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 29.913 ms | 24 - 333 MB | NPU
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- | FFNet-78S | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 188.209 ms | 24 - 234 MB | NPU
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- | FFNet-78S | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 42.829 ms | 24 - 26 MB | NPU
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- | FFNet-78S | QNN_DLC | float | Qualcomm® SA8775P | 60.916 ms | 24 - 235 MB | NPU
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- | FFNet-78S | QNN_DLC | float | Qualcomm® QCS9075 | 73.536 ms | 24 - 52 MB | NPU
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- | FFNet-78S | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 84.656 ms | 2 - 294 MB | NPU
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- | FFNet-78S | QNN_DLC | float | Qualcomm® SA7255P | 188.209 ms | 24 - 234 MB | NPU
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- | FFNet-78S | QNN_DLC | float | Qualcomm® SA8295P | 66.245 ms | 24 - 230 MB | NPU
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- | FFNet-78S | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 21.872 ms | 23 - 259 MB | NPU
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- | FFNet-78S | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 15.403 ms | 24 - 275 MB | NPU
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- | FFNet-78S | QNN_DLC | w8a8 | Snapdragon® X Elite | 17.601 ms | 6 - 6 MB | NPU
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- | FFNet-78S | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 11.715 ms | 6 - 289 MB | NPU
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- | FFNet-78S | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 72.702 ms | 6 - 14 MB | NPU
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- | FFNet-78S | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 39.342 ms | 6 - 217 MB | NPU
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- | FFNet-78S | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 16.762 ms | 6 - 8 MB | NPU
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- | FFNet-78S | QNN_DLC | w8a8 | Qualcomm® SA8775P | 17.256 ms | 6 - 218 MB | NPU
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- | FFNet-78S | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 19.692 ms | 6 - 14 MB | NPU
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- | FFNet-78S | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 163.978 ms | 6 - 254 MB | NPU
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- | FFNet-78S | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 23.855 ms | 6 - 286 MB | NPU
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- | FFNet-78S | QNN_DLC | w8a8 | Qualcomm® SA7255P | 39.342 ms | 6 - 217 MB | NPU
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- | FFNet-78S | QNN_DLC | w8a8 | Qualcomm® SA8295P | 23.444 ms | 6 - 220 MB | NPU
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- | FFNet-78S | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 8.024 ms | 6 - 232 MB | NPU
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- | FFNet-78S | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 22.55 ms | 6 - 236 MB | NPU
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- | FFNet-78S | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 5.878 ms | 6 - 256 MB | NPU
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- | FFNet-78S | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 29.599 ms | 2 - 394 MB | NPU
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- | FFNet-78S | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 188.5 ms | 3 - 248 MB | NPU
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- | FFNet-78S | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 42.497 ms | 2 - 62 MB | NPU
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- | FFNet-78S | TFLITE | float | Qualcomm® SA8775P | 283.205 ms | 3 - 249 MB | NPU
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- | FFNet-78S | TFLITE | float | Qualcomm® QCS9075 | 73.289 ms | 0 - 82 MB | NPU
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- | FFNet-78S | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 85.796 ms | 3 - 377 MB | NPU
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- | FFNet-78S | TFLITE | float | Qualcomm® SA7255P | 188.5 ms | 3 - 248 MB | NPU
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- | FFNet-78S | TFLITE | float | Qualcomm® SA8295P | 66.125 ms | 2 - 244 MB | NPU
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- | FFNet-78S | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 21.778 ms | 1 - 265 MB | NPU
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- | FFNet-78S | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 15.421 ms | 2 - 288 MB | NPU
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- | FFNet-78S | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 6.474 ms | 1 - 284 MB | NPU
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- | FFNet-78S | TFLITE | w8a8 | Qualcomm® QCS6490 | 57.237 ms | 1 - 36 MB | NPU
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- | FFNet-78S | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 26.423 ms | 1 - 210 MB | NPU
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- | FFNet-78S | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 9.08 ms | 1 - 3 MB | NPU
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- | FFNet-78S | TFLITE | w8a8 | Qualcomm® SA8775P | 9.716 ms | 1 - 212 MB | NPU
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- | FFNet-78S | TFLITE | w8a8 | Qualcomm® QCS9075 | 10.947 ms | 1 - 36 MB | NPU
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- | FFNet-78S | TFLITE | w8a8 | Qualcomm® QCM6690 | 139.439 ms | 1 - 246 MB | NPU
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- | FFNet-78S | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 18.38 ms | 1 - 282 MB | NPU
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- | FFNet-78S | TFLITE | w8a8 | Qualcomm® SA7255P | 26.423 ms | 1 - 210 MB | NPU
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- | FFNet-78S | TFLITE | w8a8 | Qualcomm® SA8295P | 14.967 ms | 0 - 213 MB | NPU
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- | FFNet-78S | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 4.984 ms | 1 - 227 MB | NPU
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- | FFNet-78S | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 14.654 ms | 0 - 229 MB | NPU
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- | FFNet-78S | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.61 ms | 0 - 247 MB | NPU
 
 
 
 
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  ## License
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  * The license for the original implementation of FFNet-78S can be found
 
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  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
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+ | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s/releases/v0.47.0/ffnet_78s-onnx-float.zip)
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+ | ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s/releases/v0.47.0/ffnet_78s-onnx-w8a8.zip)
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+ | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s/releases/v0.47.0/ffnet_78s-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a8 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s/releases/v0.47.0/ffnet_78s-qnn_dlc-w8a8.zip)
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+ | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s/releases/v0.47.0/ffnet_78s-tflite-float.zip)
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+ | TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/ffnet_78s/releases/v0.47.0/ffnet_78s-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[FFNet-78S on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/ffnet_78s)**.
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
+ | FFNet-78S | ONNX | float | Snapdragon® X Elite | 37.916 ms | 30 - 30 MB | NPU
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+ | FFNet-78S | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 27.087 ms | 2 - 303 MB | NPU
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+ | FFNet-78S | ONNX | float | Qualcomm® QCS8550 (Proxy) | 38.819 ms | 24 - 55 MB | NPU
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+ | FFNet-78S | ONNX | float | Qualcomm® QCS9075 | 59.465 ms | 24 - 51 MB | NPU
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+ | FFNet-78S | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 20.025 ms | 7 - 210 MB | NPU
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+ | FFNet-78S | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.186 ms | 29 - 258 MB | NPU
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+ | FFNet-78S | ONNX | float | Snapdragon® X2 Elite | 18.088 ms | 30 - 30 MB | NPU
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+ | FFNet-78S | ONNX | w8a8 | Snapdragon® X Elite | 14.864 ms | 21 - 21 MB | NPU
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+ | FFNet-78S | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 11.802 ms | 7 - 294 MB | NPU
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+ | FFNet-78S | ONNX | w8a8 | Qualcomm® QCS6490 | 488.89 ms | 168 - 224 MB | CPU
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+ | FFNet-78S | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 15.459 ms | 0 - 392 MB | NPU
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+ | FFNet-78S | ONNX | w8a8 | Qualcomm® QCS9075 | 14.458 ms | 6 - 9 MB | NPU
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+ | FFNet-78S | ONNX | w8a8 | Qualcomm® QCM6690 | 536.573 ms | 132 - 142 MB | CPU
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+ | FFNet-78S | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 8.799 ms | 1 - 214 MB | NPU
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+ | FFNet-78S | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 530.544 ms | 147 - 157 MB | CPU
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+ | FFNet-78S | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 7.305 ms | 2 - 220 MB | NPU
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+ | FFNet-78S | ONNX | w8a8 | Snapdragon® X2 Elite | 7.905 ms | 22 - 22 MB | NPU
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+ | FFNet-78S | QNN_DLC | float | Snapdragon® X Elite | 43.796 ms | 24 - 24 MB | NPU
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+ | FFNet-78S | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 29.532 ms | 24 - 332 MB | NPU
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+ | FFNet-78S | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 186.934 ms | 24 - 235 MB | NPU
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+ | FFNet-78S | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 42.346 ms | 24 - 39 MB | NPU
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+ | FFNet-78S | QNN_DLC | float | Qualcomm® SA8775P | 60.781 ms | 24 - 235 MB | NPU
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+ | FFNet-78S | QNN_DLC | float | Qualcomm® QCS9075 | 73.761 ms | 24 - 52 MB | NPU
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+ | FFNet-78S | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 84.171 ms | 2 - 292 MB | NPU
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+ | FFNet-78S | QNN_DLC | float | Qualcomm® SA7255P | 186.934 ms | 24 - 235 MB | NPU
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+ | FFNet-78S | QNN_DLC | float | Qualcomm® SA8295P | 66.03 ms | 24 - 230 MB | NPU
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+ | FFNet-78S | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 21.693 ms | 22 - 250 MB | NPU
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+ | FFNet-78S | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 15.51 ms | 24 - 276 MB | NPU
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+ | FFNet-78S | QNN_DLC | float | Snapdragon® X2 Elite | 18.002 ms | 24 - 24 MB | NPU
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+ | FFNet-78S | QNN_DLC | w8a8 | Snapdragon® X Elite | 17.748 ms | 6 - 6 MB | NPU
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+ | FFNet-78S | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 11.653 ms | 6 - 285 MB | NPU
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+ | FFNet-78S | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 72.404 ms | 6 - 14 MB | NPU
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+ | FFNet-78S | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 39.165 ms | 6 - 217 MB | NPU
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+ | FFNet-78S | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 16.791 ms | 6 - 8 MB | NPU
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+ | FFNet-78S | QNN_DLC | w8a8 | Qualcomm® SA8775P | 77.741 ms | 6 - 217 MB | NPU
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+ | FFNet-78S | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 19.433 ms | 6 - 14 MB | NPU
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+ | FFNet-78S | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 165.866 ms | 6 - 253 MB | NPU
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+ | FFNet-78S | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 24.066 ms | 6 - 288 MB | NPU
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+ | FFNet-78S | QNN_DLC | w8a8 | Qualcomm® SA7255P | 39.165 ms | 6 - 217 MB | NPU
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+ | FFNet-78S | QNN_DLC | w8a8 | Qualcomm® SA8295P | 23.322 ms | 6 - 220 MB | NPU
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+ | FFNet-78S | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 7.965 ms | 6 - 233 MB | NPU
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+ | FFNet-78S | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 22.462 ms | 6 - 237 MB | NPU
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+ | FFNet-78S | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 5.897 ms | 6 - 255 MB | NPU
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+ | FFNet-78S | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 7.054 ms | 6 - 6 MB | NPU
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+ | FFNet-78S | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 29.472 ms | 0 - 387 MB | NPU
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+ | FFNet-78S | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 186.973 ms | 3 - 248 MB | NPU
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+ | FFNet-78S | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 43.022 ms | 2 - 5 MB | NPU
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+ | FFNet-78S | TFLITE | float | Qualcomm® SA8775P | 282.888 ms | 3 - 248 MB | NPU
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+ | FFNet-78S | TFLITE | float | Qualcomm® QCS9075 | 72.981 ms | 0 - 82 MB | NPU
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+ | FFNet-78S | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 84.408 ms | 1 - 374 MB | NPU
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+ | FFNet-78S | TFLITE | float | Qualcomm® SA7255P | 186.973 ms | 3 - 248 MB | NPU
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+ | FFNet-78S | TFLITE | float | Qualcomm® SA8295P | 66.076 ms | 2 - 244 MB | NPU
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+ | FFNet-78S | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 21.685 ms | 1 - 265 MB | NPU
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+ | FFNet-78S | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 15.447 ms | 2 - 284 MB | NPU
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+ | FFNet-78S | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 6.444 ms | 1 - 284 MB | NPU
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+ | FFNet-78S | TFLITE | w8a8 | Qualcomm® QCS6490 | 57.085 ms | 1 - 36 MB | NPU
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+ | FFNet-78S | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 26.379 ms | 1 - 210 MB | NPU
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+ | FFNet-78S | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 9.065 ms | 1 - 3 MB | NPU
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+ | FFNet-78S | TFLITE | w8a8 | Qualcomm® SA8775P | 42.19 ms | 1 - 211 MB | NPU
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+ | FFNet-78S | TFLITE | w8a8 | Qualcomm® QCS9075 | 10.987 ms | 1 - 36 MB | NPU
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+ | FFNet-78S | TFLITE | w8a8 | Qualcomm® QCM6690 | 140.078 ms | 1 - 247 MB | NPU
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+ | FFNet-78S | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 18.364 ms | 4 - 289 MB | NPU
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+ | FFNet-78S | TFLITE | w8a8 | Qualcomm® SA7255P | 26.379 ms | 1 - 210 MB | NPU
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+ | FFNet-78S | TFLITE | w8a8 | Qualcomm® SA8295P | 14.995 ms | 1 - 214 MB | NPU
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+ | FFNet-78S | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 4.956 ms | 0 - 229 MB | NPU
131
+ | FFNet-78S | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 14.715 ms | 0 - 230 MB | NPU
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+ | FFNet-78S | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 3.594 ms | 1 - 249 MB | NPU
133
 
134
  ## License
135
  * The license for the original implementation of FFNet-78S can be found