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DNN OpenCL backend

Dmitry Kurtaev 2017-10-19 09:35:58 +03:00
parent 65a3997fa0
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DNN-Efficiency.md

@ -35,14 +35,14 @@ Actual measurements in progress: https://github.com/opencv/opencv/pull/9313
All computations in float-32. All computations in float-32.
Actual measurements in progress: https://github.com/opencv/opencv/pull/9313 Actual measurements in progress: https://github.com/opencv/opencv/pull/9313
> | Model | DNN, Halide| clDNN | clCaffe | > | Model | DNN, OpenCL backend | DNN, Halide| clDNN | clCaffe |
> |----------------:|------------:|----------:|-------------:| > |----------------:|--------------------:|-----------:|----------:|----------:|
> | GoogLeNet | 93.56 | 28.0 | **18.59** | > | GoogLeNet | 35.69 | 93.56 | 28.0 | **18.59** |
> | AlexNet | 49 | **14.65** | 15.22 | > | AlexNet | 18.79 | 49 | **14.65** | 15.22 |
> | ResNet-50 | 189 | | **57.77** | > | ResNet-50 | 91.30 | 189 | | **57.77** |
> | SqueezeNet v1.1 | 15.8 | 8.0 | **5.58** | > | SqueezeNet v1.1 | 13.78 | 15.8 | 8.0 | **5.58** |
> | Inception-5h | 89.5 | | | > | Inception-5h | **39.41** | 89.5 | | |
> | ENet @ 512x256 | 39.67 | | | > | ENet @ 512x256 | 41.61 | 39.67 | | |
#### References #### References
* OpenCV's deep learning module, https://github.com/opencv/opencv/tree/master/modules/dnn. * OpenCV's deep learning module, https://github.com/opencv/opencv/tree/master/modules/dnn.