Annotation Free Semantic Segmentation with Vision Foundation Models

no code implementations • 14 Mar 2024 • Soroush Seifi, Daniel Olmeda Reino, Fabien Despinoy, Rahaf Aljundi

Semantic Segmentation is one of the most challenging vision tasks, usually requiring large amounts of training data with expensive pixel level annotations.

Segmentation Semantic Segmentation +1

FIFA: Fast Inference Approximation for Action Segmentation

no code implementations • 9 Aug 2021 • Yaser Souri, Yazan Abu Farha, Fabien Despinoy, Gianpiero Francesca, Juergen Gall

We apply FIFA on top of state-of-the-art approaches for weakly supervised action segmentation and alignment as well as fully supervised action segmentation.

Segmentation Weakly Supervised Action Segmentation (Transcript)

MIcro-Surgical Anastomose Workflow recognition challenge report

no code implementations • 24 Mar 2021 • Arnaud Huaulmé, Duygu Sarikaya, Kévin Le Mut, Fabien Despinoy, Yonghao Long, Qi Dou, Chin-Boon Chng, Wenjun Lin, Satoshi Kondo, Laura Bravo-Sánchez, Pablo Arbeláez, Wolfgang Reiter, Manoru Mitsuishi, Kanako Harada, Pierre Jannin

The best models achieved more than 95% AD-Accuracy for phase recognition, 80% for step recognition, 60% for activity recognition, and 75% for all granularity levels.

Activity Recognition Management +1