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Papers Reasoning Video Object Segmentation

“Reasoning Video Object Segmentation” 태그가 달린 논문 4편 · 필터 해제

Omni-R1: Reinforcement Learning for Omnimodal Reasoning via Two-System Collaboration

2025-05-26 · Hao Zhong, Muzhi Zhu, Zongze Du, Zheng Huang 외

Long-horizon video-audio reasoning and fine-grained pixel understanding impose conflicting requirements on omnimodal models: dense temporal coverage demands many low-resolution frames, whereas precise grounding calls for…

Domain GeneralizationHallucinationReasoning Video Object SegmentationReferring Audio-Visual Segmentation+4

ThinkVideo: High-Quality Reasoning Video Segmentation with Chain of Thoughts

2025-05-24 · Shiu-hong Kao, Yu-Wing Tai, Chi-Keung Tang

Reasoning Video Object Segmentation is a challenging task, which generates a mask sequence from an input video and an implicit, complex text query. Existing works probe into the problem by finetuning Multimodal Large Lan…

Image SegmentationInstance SegmentationObjectReasoning Video Object Segmentation+6

HyperSeg: Towards Universal Visual Segmentation with Large Language Model

2024-11-26 · Cong Wei, Yujie Zhong, Haoxian Tan, Yong liu 외

This paper aims to address universal segmentation for image and video perception with the strong reasoning ability empowered by Visual Large Language Models (VLLMs). Despite significant progress in current unified segmen…

Language ModelingLarge Language ModelOpen Vocabulary Semantic SegmentationPanoptic Segmentation+9

VISA: Reasoning Video Object Segmentation via Large Language Models

2024-07-16 · Cilin Yan, Haochen Wang, Shilin Yan, XiaoLong Jiang 외

Existing Video Object Segmentation (VOS) relies on explicit user instructions, such as categories, masks, or short phrases, restricting their ability to perform complex video segmentation requiring reasoning with world k…

DecoderObjectReasoning SegmentationReasoning Video Object Segmentation+7
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