Real-time 3D Semantic Scene Completion Via Feature Aggregation and Conditioned Prediction

no code implementations • 20 Mar 2023 • Xiaokang Chen, Yajie Xing, Gang Zeng

In this paper, we propose a real-time semantic scene completion method with a feature aggregation strategy and conditioned prediction module.

3D Semantic Scene Completion

Malleable 2.5D Convolution: Learning Receptive Fields along the Depth-axis for RGB-D Scene Parsing

2 code implementations • ECCV 2020 • Yajie Xing, Jingbo Wang, Gang Zeng

In this paper, we propose a novel operator called malleable 2. 5D convolution to learn the receptive field along the depth-axis.

Scene Parsing Semantic Segmentation

Orthogonal and Idempotent Transformations for Learning Deep Neural Networks

no code implementations • 19 Jul 2017 • Jingdong Wang, Yajie Xing, Kexin Zhang, Cha Zhang

Identity transformations, used as skip-connections in residual networks, directly connect convolutional layers close to the input and those close to the output in deep neural networks, improving information flow and thus easing the training.