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HolmesShuan authored Jul 25, 2019
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A quick view of high-performance convolution neural networks (CNNs) inference engines on mobile devices.

### Runtime-speed Comparisons
* [Mobile-AI-Benchmarks](https://gitlab.com/llhe/mobile-ai-bench/-/jobs/244960892)
* [Mobile-AI-Benchmarks](https://gitlab.com/llhe/mobile-ai-bench/-/jobs/258576406)
* [AI-Benchmarks](http://ai-benchmark.com/ranking_detailed.html)

### FLOAT32-Support
| Framework | Main Platform | Model Compatibility | Detection-Support | Speed Benchmarks
| :----------- | :------: | :------------: | :------------: | :------------:
| [Intel-Caffe](https://github.com/intel/caffe) | CPU (**Intel** optimized) | Caffe | Y | [Link](https://github.com/intel/caffe/wiki/INTEL%C2%AE-OPTIMIZED-CAFFE-PERFORMANCE-AND-CONVERGENCE)
| [NCNN](https://github.com/Tencent/ncnn) | CPU (**ARM** optimized) | Caffe / pytorch / mxnet / onnx | Y | [Link](https://github.com/Tencent/ncnn/tree/master/benchmark) / [unofficial Link](https://github.com/BUG1989/ncnn-benchmark)
| [MNN](https://github.com/alibaba/MNN) | CPU (**ARM** optimized) / Mali GPU | Caffe / Tensorflow / onnx | Y | [Link](https://github.com/alibaba/MNN/blob/master/benchmark/result/2019-6-17.md)
| [FeatherCNN](https://github.com/Tencent/FeatherCNN) | CPU (**ARM** optimized) | Caffe | N | [Link](https://github.com/Tencent/FeatherCNN/wiki/Benchmarks) / [unofficial Link](https://www.zhihu.com/question/276372408)
| [Tengine](https://github.com/OAID/Tengine) | CPU (**ARM A72** optimized) | Caffe / mxnet | Y | [Link](https://github.com/OAID/Tengine/blob/master/doc/benchmark.md)
| [Tensorflowlite](https://github.com/tensorflow/tensorflow/tree/master/tensorflow/contrib/lite) | CPU (**Android** optimized) | Caffe2 / Tensorflow / onnx | Y | [Link](https://www.tensorflow.org/mobile/tflite/performance)
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| Framework | Main Platform | Model Compatibility | Detection-Support | Speed Benchmarks
| :----------- | :------: | :------------: | :------------: | :------------:
| [BMXNET](https://github.com/hpi-xnor/BMXNet) | CPU (ARM / x86) / GPU | mxnet | Y | [Link](https://arxiv.org/abs/1705.09864)
| [DABNN](https://github.com/JDAI-CV/dabnn) | CPU (ARM) | Caffe / Tensorflow / onnx | N | [Link](https://github.com/JDAI-CV/dabnn/blob/master/images/comparison_en.png)
| [Espresso](https://github.com/fpeder/espresso) | GPU | - | N | [Link](https://arxiv.org/abs/1705.09864)
| [BNN-PYNQ](https://github.com/Xilinx/BNN-PYNQ) | FPGA (Xilinx PYNQ) | - | N | [Link](https://openreview.net/forum?id=Sk6fD5yCb)
| [FINN](https://github.com/Xilinx/FINN) | FPGA (Xilinx) | - | N | [Link](https://arxiv.org/abs/1612.07119)
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