Search Results for author: Jialin Yuan

Found 5 papers, 1 papers with code

Rethinking Multimodal Content Moderation from an Asymmetric Angle with Mixed-modality

no code implementations17 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.

Maximal Cliques on Multi-Frame Proposal Graph for Unsupervised Video Object Segmentation

no code implementations29 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.

Instance Segmentation Object +5

BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation

no code implementations1 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)

Object Optical Flow Estimation +6

Deep Variational Instance Segmentation

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.

Instance Segmentation Segmentation +1

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