no code implementations • 26 Sep 2023 • Yixuan Huang, Jialin Yuan, Chanho Kim, Pupul Pradhan, Bryan Chen, Li Fuxin, Tucker Hermans
Robots need to have a memory of previously observed, but currently occluded objects to work reliably in realistic environments.
no code implementations • 17 May 2023 • Jialin Yuan, Ye Yu, Gaurav Mittal, Matthew Hall, Sandra Sajeev, Mei Chen
There is a rapidly growing need for multimodal content moderation (CM) as more and more content on social media is multimodal in nature.
no code implementations • 29 Jan 2023 • Jialin Yuan, Jay Patravali, Hung Nguyen, Chanho Kim, Li Fuxin
On the related problem of video instance segmentation, our method shows competitive performance with the previous best algorithm that requires joint training with the VOS algorithm.
no code implementations • 1 Aug 2022 • Ye Yu, Jialin Yuan, Gaurav Mittal, Li Fuxin, Mei Chen
It captures object motion in the video via a novel optical flow calibration module that fuses the segmentation mask with optical flow estimation to improve within-object optical flow smoothness and reduce noise at object boundaries.
Ranked #1 on Video Object Segmentation on DAVIS 2017 (test-dev) (using extra training data)
1 code implementation • NeurIPS 2020 • Jialin Yuan, Chao Chen, Li Fuxin
Specifically, we propose a variational relaxation of instance segmentation as minimizing an optimization functional for a piecewise-constant segmentation problem, which can be used to train an FCN end-to-end.