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Referring Video Object Segmentation

Referring video object segmentation aims at segmenting an object in video with language expressions. Unlike the previous video object segmentation, the task exploits a different type of supervision, language expressions, to identify and segment an object referred by the given language expressions in a video.

Papers

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Showing 1–25 of 74 papers

TitleStatusHype
VideoMolmo: Spatio-Temporal Grounding Meets PointingCode2
InterRVOS: Interaction-aware Referring Video Object Segmentation—0
Long-RVOS: A Comprehensive Benchmark for Long-term Referring Video Object Segmentation—0
Few-Shot Referring Video Single- and Multi-Object Segmentation via Cross-Modal Affinity with Instance Sequence MatchingCode0
GLUS: Global-Local Reasoning Unified into A Single Large Language Model for Video SegmentationCode2
The 1st Solution for 4th PVUW MeViS Challenge: Unleashing the Potential of Large Multimodal Models for Referring Video SegmentationCode5
4th PVUW MeViS 3rd Place Report: Sa2VACode5
ReferDINO-Plus: 2nd Solution for 4th PVUW MeViS Challenge at CVPR 2025Code0
Find First, Track Next: Decoupling Identification and Propagation in Referring Video Object SegmentationCode2
ReferDINO: Referring Video Object Segmentation with Visual Grounding Foundations—0
MPG-SAM 2: Adapting SAM 2 with Mask Priors and Global Context for Referring Video Object SegmentationCode1
InternVideo2.5: Empowering Video MLLMs with Long and Rich Context ModelingCode0
The Devil is in Temporal Token: High Quality Video Reasoning SegmentationCode2
Multi-Context Temporal Consistent Modeling for Referring Video Object SegmentationCode0
Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and VideosCode5
DTOS: Dynamic Time Object Sensing with Large Multimodal ModelCode0
Semantic and Sequential Alignment for Referring Video Object Segmentation—0
Decoupled Motion Expression Video Segmentation—0
Referring Video Object Segmentation via Language-aligned Track SelectionCode1
HyperSeg: Towards Universal Visual Segmentation with Large Language ModelCode2
SAMWISE: Infusing Wisdom in SAM2 for Text-Driven Video SegmentationCode3
One Token to Seg Them All: Language Instructed Reasoning Segmentation in VideosCode2
LSVOS Challenge Report: Large-scale Complex and Long Video Object Segmentation—0
The 2nd Solution for LSVOS Challenge RVOS Track: Spatial-temporal Refinement for Consistent Semantic Segmentation—0
The Instance-centric Transformer for the RVOS Track of LSVOS Challenge: 3rd Place Solution—0
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