no code implementations • 8 Nov 2023 • Biqi Yang, Weiliang Tang, Xiaojie Gao, Xianzhi Li, Yun-hui Liu, Chi-Wing Fu, Pheng-Ann Heng
In large-scale storehouses, precise instance masks are crucial for robotic bin picking but are challenging to obtain.
1 code implementation • 28 Jul 2021 • Xiaojie Gao, Yueming Jin, Qi Dou, Chi-Wing Fu, Pheng-Ann Heng
Video prediction methods generally consume substantial computing resources in training and deployment, among which keypoint-based approaches show promising improvement in efficiency by simplifying dense image prediction to light keypoint prediction.
Ranked #1 on Video Prediction on KTH
no code implementations • 18 Mar 2021 • Xiaojie Gao, Yueming Jin, Zixu Zhao, Qi Dou, Pheng-Ann Heng
Predicting future frames for robotic surgical video is an interesting, important yet extremely challenging problem, given that the operative tasks may have complex dynamics.
1 code implementation • 17 Mar 2021 • Xiaojie Gao, Yueming Jin, Yonghao Long, Qi Dou, Pheng-Ann Heng
In this paper, we introduce, for the first time in surgical workflow analysis, Transformer to reconsider the ignored complementary effects of spatial and temporal features for accurate surgical phase recognition.
1 code implementation • 6 Jul 2020 • Zixu Zhao, Yueming Jin, Xiaojie Gao, Qi Dou, Pheng-Ann Heng
Considering the fast instrument motion, we further introduce a flow compensator to estimate intermediate motion within continuous frames, with a novel cycle learning strategy.
no code implementations • 20 Feb 2020 • Xiaojie Gao, Yueming Jin, Qi Dou, Pheng-Ann Heng
Automatic surgical gesture recognition is fundamental for improving intelligence in robot-assisted surgery, such as conducting complicated tasks of surgery surveillance and skill evaluation.
Ranked #2 on Action Segmentation on JIGSAWS
no code implementations • 7 Jan 2019 • Xiaojie Gao, Shikui Tu, Lei Xu
By uniting the advantages in A* search algorithm with Monte Carlo tree search, we come up with a new algorithm named A* tree search in which best information is returned to guide next search.