MOSE

Complex Video Object Segmentation

Dataset Information
Modalities
Videos
Introduced
2023
License
Unknown
Homepage
Official Website
Contents

Overview

CoMplex video Object SEgmentation (MOSE) is a dataset to study the tracking and segmenting objects in complex environments. MOSE contains 2,149 video clips and 5,200 objects from 36 categories, with 431,725 high-quality object segmentation masks. The most notable feature of MOSE dataset is complex scenes with crowded and occluded objects.

Source: MOSE: A New Dataset for Video Object Segmentation in Complex Scenes

Variants: MOSE

Associated Benchmarks

This dataset is used in 2 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Semi-Supervised Video Object Segmentation SAM2 SAM 2: Segment Anything in … 2024-08-01
Semi-Supervised Video Object Segmentation Cutie (base, MEGA) Putting the Object Back into … 2023-10-19
Semi-Supervised Video Object Segmentation Cutie+ (base, MEGA) Putting the Object Back into … 2023-10-19
Semi-Supervised Video Object Segmentation Cutie+ (small, MEGA) Putting the Object Back into … 2023-10-19
Semi-Supervised Video Object Segmentation Cutie (small, MEGA) Putting the Object Back into … 2023-10-19
Semi-Supervised Video Object Segmentation Cutie (base, with mose) Putting the Object Back into … 2023-10-19
Semi-Supervised Video Object Segmentation Cutie (small, with mose) Putting the Object Back into … 2023-10-19
Video Object Segmentation Cutie Putting the Object Back into … 2023-10-19
Semi-Supervised Video Object Segmentation Cutie (base) Putting the Object Back into … 2023-10-19
Semi-Supervised Video Object Segmentation Cutie (small) Putting the Object Back into … 2023-10-19
Semi-Supervised Video Object Segmentation DEVA (with OVIS) Tracking Anything with Decoupled Video … 2023-09-07
Semi-Supervised Video Object Segmentation DEVA (no OVIS) Tracking Anything with Decoupled Video … 2023-09-07
Semi-Supervised Video Object Segmentation DeAOT Decoupling Features in Hierarchical Propagation … 2022-10-18
Semi-Supervised Video Object Segmentation SWEM SWEM: Towards Real-Time Video Object … 2022-08-22
Semi-Supervised Video Object Segmentation XMem XMem: Long-Term Video Object Segmentation … 2022-07-14
Semi-Supervised Video Object Segmentation RDE Recurrent Dynamic Embedding for Video … 2022-05-08
Semi-Supervised Video Object Segmentation STCN Rethinking Space-Time Networks with Improved … 2021-06-09
Semi-Supervised Video Object Segmentation AOT Associating Objects with Transformers for … 2021-06-04

Research Papers

Recent papers with results on this dataset:

External Links: