资源算法ResNeXt-Parallel-Keras

ResNeXt-Parallel-Keras

2020-02-24 | |  29 |   0 |   0

ResNeXt-Pararllel-Keras

  • Keras Implementation of "Aggregated Residual Transformations for Deep Neural Networks" (CVPR 2017)

  • You can check the paper here : https://arxiv.org/pdf/1611.05431.pdf

  • Support parallel group convolution operation. (using tf.while_loop)

  • Only support tensorflow backend. (theano backend doesn't work)


1. Group Convolution

图片.png

67158691-55a3cf00-f376-11e9-8a0f-8d3ea26f9f30.png

2. Block Architecture (Basic Block)

图片.png

图片.png

3. Network Architecture (ResNeXt-18)

图片.png

图片.png

4. Licence

Copyright 2019 Hyunwoong Go

Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at

http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.


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