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cs.CVcs.AICLIP modelcs.CGcs.CLcs.HCcs.SDeess.IVFeature enhancementImage Processing, Computer-Assisted

On Valency

published · living versions
W_fbtadppd·v1 · currentpublished
Think Visually Across Space and Time: Grounded Reasoning for Video Segmentation
with Junwei Wen, Guangming Lu, Ming-Hsuan Yang, Xin Li +1
1 version

Preprints & journals

18 papers in the corpus · 2021–2026
DeOverlay: A Benchmark and Source-Anchored Flow for Video Overlay Removal2610.26081v1 · Deshui Miao, Yuhang Ma, Shaoyong Jia et al.2026 · 0 citationsarXivon Valency
Think Visually Across Space and Time: Grounded Reasoning for Video Segmentation2610.25090v1 · Junwei Wen, Deshui Miao, Guangming Lu et al.2026 · 0 citationsarXivon Valency
DeltaStreamer: Towards Human-Like Agentic Streaming Video Understanding2610.19849v1 · Boyuan Sun, Deshui Miao, Wenzhao Gao et al.2026 · 0 citationsarXiv
GeoWeaver: Grounding Visual Tokens with Geometric Evidence before Scene Reasoning2605.22558v1 · Deshui Miao, Xingsen Huang, Yameng Gu et al.2026 · 0 citationsarXiv
RCoT-Seg: Reinforced Chain-of-Thought for Video Reasoning and Segmentation2605.07334v1 · Junwei Wen, Deshui Miao, Guangming Lu et al.2026 · 0 citationsarXiv
Report of the 5th PVUW Challenge: Towards More Diverse Modalities in Pixel-Level Understanding2604.26031v1 · Chang Liu, Henghui Ding, Nikhila Ravi et al.2026 · 0 citationsarXiv
APRVOS: 1st Place Winner of 5th PVUW MeViS-Audio Track2604.18665v1 · Deshui Miao, Yameng Gu, Chao Yang et al.2026 · 0 citationsarXiv
AgentRVOS for MeViS-Text Track of 5th PVUW Challenge: 3rd Method2604.22836v1 · Deshui Miao, Chao Yang, Chao Tian et al.2026 · 0 citationsarXiv
OAMVOS:2nd Report for 5th PVUW MOSE Track2604.22837v1 · Deshui Miao, Xingsen Huang, Yameng Gu et al.2026 · 0 citationsarXiv
SGAFuse: Semantic-guided adaptive fusion for RGB-thermal images via dynamic gating.41797193 · Yang, Chao, Miao, Deshui, Tian, Chao et al.2026 · 0 citationsNeural networks : the official journal of the International Neural Network Society. 2026;200:108779
LSVOS Challenge Report: Large-scale Complex and Long Video Object Segmentation2409.05847v1 · Henghui Ding, Lingyi Hong, Chang Liu et al.2024 · 2 citationsarXiv
Discriminative Spatial-Semantic VOS Solution: 1st Place Solution for 6th LSVOS2408.16431v1 · Deshui Miao, Yameng Gu, Xin Li et al.2024 · 0 citationsarXiv
Learning Spatial-Semantic Features for Robust Video Object Segmentation2407.07760v2 · Xin Li, Deshui Miao, Zhenyu He et al.2024 · 0 citationsProceedings of the 13th International Conference on Learning Representations (ICLR 2025)
PVUW 2024 Challenge on Complex Video Understanding: Methods and Results2406.17005v1 · Henghui Ding, Chang Liu, Yunchao Wei et al.2024 · 2 citationsarXiv
Spatial-Temporal Multi-level Association for Video Object Segmentation2404.06265v1 · Deshui Miao, Xin Li, Zhenyu He et al.2024 · 6 citationsarXiv
Simple Contrastive Representation Adversarial Learning for NLP Tasks2111.13301v2 · Deshui Miao, Jiaqi Zhang, Wenbo Xie et al.2021 · 8 citationsarXiv
Career total: 26 works. 18 are in this corpus.

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