/**************************************************************************** * * Copyright (c) 2020-2023 Vivante Corporation * * Permission is hereby granted, free of charge, to any person obtaining a * copy of this software and associated documentation files (the "Software"), * to deal in the Software without restriction, including without limitation * the rights to use, copy, modify, merge, publish, distribute, sublicense, * and/or sell copies of the Software, and to permit persons to whom the * Software is furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in * all copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER * DEALINGS IN THE SOFTWARE. * *****************************************************************************/ #ifndef TIM_VX_OPS_SPATIAL_TRANSFORMER_H_ #define TIM_VX_OPS_SPATIAL_TRANSFORMER_H_ #include "tim/vx/builtin_op.h" namespace tim { namespace vx { namespace ops { /** * ## Spatial Transformer * * 'Spatial Transformer Networks', Jaderberg et. al, * (https://arxiv.org/abs/1506.02025) * * - theta : Affine transform tensor of shape (B, 6). Permits cropping, translation and isotropic scaling. Initialize to identity matrix. It is the output of the localization network. */ class SpatialTransformer : public BuiltinOp { public: SpatialTransformer(Graph* graph, uint32_t output_h, uint32_t output_w, bool has_theta_1_1, bool has_theta_1_2, bool has_theta_1_3, bool has_theta_2_1, bool has_theta_2_2, bool has_theta_2_3, float theta_1_1, float theta_1_2, float theta_1_3, float theta_2_1, float theta_2_2, float theta_2_3, bool align_corners = false); std::shared_ptr Clone(std::shared_ptr& graph) const override; protected: const uint32_t output_h_; const uint32_t output_w_; bool has_theta_1_1_; bool has_theta_1_2_; bool has_theta_1_3_; bool has_theta_2_1_; bool has_theta_2_2_; bool has_theta_2_3_; float theta_1_1_; float theta_1_2_; float theta_1_3_; float theta_2_1_; float theta_2_2_; float theta_2_3_; bool align_corners_; }; } // namespace ops } // namespace vx } // namespace tim #endif /* TIM_VX_OPS_SPATIAL_TRANSFORMER_H_ */