Search Results for author: Miran Heo

Found 6 papers, 6 papers with code

VISAGE: Video Instance Segmentation with Appearance-Guided Enhancement

1 code implementation8 Dec 2023 Hanjung Kim, Jaehyun Kang, Miran Heo, Sukjun Hwang, Seoung Wug Oh, Seon Joo Kim

By effectively resolving the over-reliance on location information, we achieve state-of-the-art results on YouTube-VIS 2019/2021 and Occluded VIS (OVIS).

Instance Segmentation Semantic Segmentation +1

VITA: Video Instance Segmentation via Object Token Association

1 code implementation9 Jun 2022 Miran Heo, Sukjun Hwang, Seoung Wug Oh, Joon-Young Lee, Seon Joo Kim

Specifically, we use an image object detector as a means of distilling object-specific contexts into object tokens.

Ranked #11 on Video Instance Segmentation on YouTube-VIS 2021 (using extra training data)

Instance Segmentation Object +2

Cannot See the Forest for the Trees: Aggregating Multiple Viewpoints to Better Classify Objects in Videos

1 code implementation CVPR 2022 Sukjun Hwang, Miran Heo, Seoung Wug Oh, Seon Joo Kim

The set classifier is plug-and-playable to existing object trackers, and highly improves the performance of long-tailed object tracking.

Object Object Tracking

Polygonal Point Set Tracking

1 code implementation CVPR 2021 Gunhee Nam, Miran Heo, Seoung Wug Oh, Joon-Young Lee, Seon Joo Kim

Since the existing datasets are not suitable to validate our method, we build a new polygonal point set tracking dataset and demonstrate the superior performance of our method over the baselines and existing contour-based VOS methods.

Semantic Segmentation Video Object Segmentation +1

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