To solve the problem, two things should be done. - [x] Expose SubSequenceLayer (including bug fixes) https://github.com/PaddlePaddle/Paddle/issues/5335 - [x] Add a ScaleSubRegionLayer (support set value for given indices) https://github.com/PaddlePaddle/Paddle/issues/5416 - [x] Modify the network configuration. https://github.com/PaddlePaddle/models/pull/444 - [x] Adapt tune.py https://github.com/PaddlePaddle/models/pull/447