1 code implementation • 13 Jul 2020 • Jinglu Zhang, Yinyu Nie, Yao Lyu, Hailin Li, Jian Chang, Xiaosong Yang, Jian Jun Zhang
The experiment results demonstrate the ability of our method on capturing long-term frame dependencies, which largely outperform the state-of-the-art methods on the frame-wise accuracy up to ~6 points and the F1@50 score ~6 points.
1 code implementation • 14 Jul 2021 • Jinglu Zhang, Yinyu Nie, Jian Chang, Jian Jun Zhang
Automatic surgical instruction generation is a prerequisite towards intra-operative context-aware surgical assistance.
no code implementations • 15 Jun 2023 • Jinglu Zhang, Santiago Barbarisi, Abdolrahim Kadkhodamohammadi, Danail Stoyanov, Imanol Luengo
Conclusion: We embed a self-knowledge distillation framework for the first time in the surgical phase recognition training pipeline.