/* Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved. 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. */ #include "operators/detection_ops.h" #include namespace paddle_mobile { namespace operators { #ifdef ANCHOR_GENERATOR_OP template void AnchorGeneratorOp::InferShape() const { const auto &input_dims = this->param_.input_->dims(); PADDLE_MOBILE_ENFORCE(input_dims.size() == 4, "The layout of input is NCHW."); const auto &anchor_sizes = this->param_.anchor_sizes_; const auto &aspect_ratios = this->param_.aspect_ratios_; size_t num_anchors = aspect_ratios.size() * anchor_sizes.size(); std::vector dim_vec(4); dim_vec[0] = input_dims[2]; dim_vec[1] = input_dims[3]; dim_vec[2] = num_anchors; dim_vec[3] = 4; this->param_.output_anchors_->Resize(framework::make_ddim(dim_vec)); this->param_.output_variances_->Resize(framework::make_ddim(dim_vec)); } #endif #ifdef PROPOSAL_OP template void ProposalOp::InferShape() const { this->param_.rpn_rois_->Resize(framework::make_ddim({-1, 4})); this->param_.rpn_probs_->Resize(framework::make_ddim({-1, 1})); } #endif #ifdef PSROI_POOL_OP template void PSRoiPoolOp::InferShape() const { const auto &rois_dims = this->param_.input_rois_->dims(); const int pooled_height = this->param_.pooled_height_; const int pooled_width = this->param_.pooled_width_; const int output_channels = this->param_.output_channels_; auto out_dims = this->param_.input_x_->dims(); out_dims[0] = rois_dims[0]; out_dims[1] = output_channels; // input_dims[1] / (pooled_height * pooled_width); out_dims[2] = pooled_height; out_dims[3] = pooled_width; this->param_.output_->Resize(out_dims); } #endif #ifdef ROI_PERSPECTIVE_OP template void RoiPerspectiveOp::InferShape() const { const auto &input_dims = this->param_.input_x_->dims(); const auto &rois_dims = this->param_.input_rois_->dims(); const int transformed_height = this->param_.transformed_height_; const int transformed_width = this->param_.transformed_width_; std::vector out_dims_v({rois_dims[0], // num_rois input_dims[1], // channels static_cast(transformed_height), static_cast(transformed_width)}); auto out_dims = framework::make_ddim(out_dims_v); this->param_.output_->Resize(out_dims); } #endif } // namespace operators } // namespace paddle_mobile namespace ops = paddle_mobile::operators; #ifdef PADDLE_MOBILE_CPU #ifdef ANCHOR_GENERATOR_OP REGISTER_OPERATOR_CPU(anchor_generator, ops::AnchorGeneratorOp); #endif #ifdef PROPOSAL_OP REGISTER_OPERATOR_CPU(generate_proposals, ops::ProposalOp); #endif #ifdef PSROI_POOL_OP REGISTER_OPERATOR_CPU(psroi_pool, ops::PSRoiPoolOp); #endif #ifdef ROI_PERSPECTIVE_OP REGISTER_OPERATOR_CPU(roi_perspective_transform, ops::RoiPerspectiveOp); #endif #endif