Continuously Evolving Graph Neural Controlled Differential Equations for Traffic Forecasting

no code implementations • 26 Jan 2024 • Jiajia Wu, Ling Chen

In this paper, we propose Continuously Evolving Graph Neural Controlled Differential Equations (CEGNCDE) to capture continuous temporal dependencies and spatial dependencies over time simultaneously.

Multimodal Tree Decoder for Table of Contents Extraction in Document Images

1 code implementation • 6 Dec 2022 • Pengfei Hu, Zhenrong Zhang, Jianshu Zhang, Jun Du, Jiajia Wu

Next, to parse the hierarchical relationship between the heading entities, a tree-structured decoder is designed.

Decoder document understanding +2

Vision-Language Adaptive Mutual Decoder for OOV-STR

no code implementations • 2 Sep 2022 • Jinshui Hu, Chenyu Liu, Qiandong Yan, Xuyang Zhu, Jiajia Wu, Jun Du, LiRong Dai

However, in real-world scenarios, out-of-vocabulary (OOV) words are of great importance and SOTA recognition models usually perform poorly on OOV settings.

Decoder Language Modelling +2

SGBANet: Semantic GAN and Balanced Attention Network for Arbitrarily Oriented Scene Text Recognition

no code implementations • 21 Jul 2022 • Dajian Zhong, Shujing Lyu, Palaiahnakote Shivakumara, Bing Yin, Jiajia Wu, Umapada Pal, Yue Lu

For target images (scene text images), the Semantic Generator Module generates simple semantic features that share the same feature distribution with support images (clear text images).

Image-to-Image Translation Scene Text Recognition