Annotation Free Semantic Segmentation with Vision Foundation Models

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

In this work, we build a lightweight module on top of a self-supervised pretrained vision encoder to align patch features with a pre-trained text encoder.

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