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arXivSegmentation

LVMT: Video Mask Transformer for Long-term Video Segmentation

LVMT introduces a GRU-based propagation module and truncated query propagation training to achieve state-of-the-art long-term video segmentation at 10x faster speeds.

Narges Norouzi, Niccolò Cavagnero, Idil Esen Zulfikar, Bastian Leibe and 2 more

Published Sep 28, 2026 · 0 citations · ▲ 17 on Hugging Face · Code ★ 9

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NeurIPS 2026WuhanSegmentation

Unsupervised Domain Adaptation for Semantic Segmentation Based on Instance Spatial Geometry

Binglin Hao, Huajun Liu

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Tsinghua University, TsinghuaTsinghua University, ChinaLancasterSegmentation

Beyond [SEG] Tokens: Training-Free Video Reasoning Segmentation via Counterfactual Inference and Contrastive Concept

Tianlu Zhang, guiguang ding, Jungong Han

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Albert Einstein College of MedicSegmentation

A probabilistic model of visual segmentation explains early visual cortical dynamics

Tridib K. Biswas, Ruben Coen-Cagli

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Institute of Computing TechnologThe Institute of Computing TechnThe Institute of Computing TechnICT, Chinese Academy of SciencesSegmentation

Efficient SAM 3 Adaptation for Multi-Class Semantic Segmentation via Dense Competitive Representations

Wenbin Liao, Hao Zhu, Yike Ma, Hao Jiang and 1 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U BathInternational Institute of InforSegmentation

Cyclic Discrete Diffusion: A Novel Multi-Class Segmentation Refinement Technique

LIBO CHEN, Souvik Ghosh, Vinay Namboodiri

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026NortheasternSapienza University of RomeUnited States Military AcademySegmentation

PLACE: Patch-Level Agnostic Concept Extraction

Gabriele Onorato, Fabrizio Silvestri, Nathaniel D Bastian, Francesco Restuccia

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026The Hong Kong University of ScieHuawei Technologies Ltd.The Hong Kong University of ScieHong Kong University of Science Segmentation

Static-to-Dynamic: Animating Still Mattes via Generative Motion for Video Matting

Suqi Song, Jiaqi Xu, Jialuo He, Renjing Pei and 2 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Science and Technology of ChinAlibaba GroupU BristolSegmentation

PARI: Policy-Driven Active Residual Intervention for Weakly Supervised Point Cloud Segmentation

Wenhao Gao, Sen Tao, Jiawei Liu, Jiwei Feng and 6 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026TongjiWuhanSegmentation

Beyond Token Representations: Explicit Visual Object Grounding for Video Reasoning Segmentation

Jun Huang, zhangjunyang, Zijie Yue, Bingkun Wang and 2 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Universität Tübingen & MPI-IMax Planck Research School for IEberhard-Karls-Universität TübinWoven By ToyotaU TübingenSegmentation

When Trackers Fail: VLM-Guided Verification and Recovery for Robust Video Object Segmentation

Valay Mahesh Bundele, Susmit Agrawal, Mehran Hosseinzadeh, The Nam Nguyen and 1 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026SpotlightNankaiNankai University Nanjing University of Science anNanjingSegmentation

MonoChunk3D: Monocular Online 3D Instance Segmentation with Persistent Instance States

Yibo Zhao, Jingzhi Zhou, Yigong Zhang, Jian Yang and 1 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026TsinghuaChinese Academy of SciencesTsinghua University, TsinghuaSegmentation

BrainEM: A Large-Scale and Diverse Benchmark for EM Neuron Segmentation in Connectomics

Zhenghua Li, Lanyue Zhang, Zekang Yang, Kai Li and 3 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Southwest JiaotongSouthwest Jiaotong universityHarbin Institute of TechnologyChina University of PetroleumBeihangSegmentation

Panoptic Saliency Ranking

Zhenyu Wu, Min Li, Chong Ma, Xun Gong and 4 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026unswU New South WalesCSIROSegmentation

DIGS: Distribution-Informed Gaussian Splatting for Training-Free Open-Vocabulary 3D Segmentation

ZHIFAN ZENG, Wenbo Xiao, Arcot Sowmya, Changming Sun

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026CISPA Helmholtz Center for InforInternational Institute of InforAdobe ResearchIIIT HyderabadSegmentation

$\text{PartConcepts}$: A Unified Mechanism for Fine-Grained Part Localization and Generation

Vaibhav Agrawal, Varghese P Kuruvilla, Harsh Rangwani, Ravi Kiran Sarvadevabhatla

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Intelligent Science & TechnoIntelligent Sci. and Tech. AcadeIntelligent Science and TechnoloBeijing Institute of TechnologyTsinghua University, TsinghuaSegmentation

$\textbf{EchMo}$: End-to-End Radar Echo Segmentation

Liwen Zhang, Xinying Fu, Youcheng Zhang, ZijunHu and 4 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Harbin Institute of TechnologyThe Chinese University of Hong KThe Chinese University of Hong KSegmentation

Learning Semantic Consistency for Open-Vocabulary Dense Perception

Li Ding, Junjie Wang, Jingjun Yang, Jiaze Wang and 3 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026ZhejiangCentral China NormalMohamed bin Zayed University of zhejiang universitySegmentation

Improving Continual Video Instance Segmentation via Spatial-Temporal Balanced Mixture-of-Experts Adapters

Hao Fu, Sihao Liu, Hanbin Zhao, Jiahua Dong and 2 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026IBM ResearchETHZ - ETH ZurichIBM Research EuropeETH ZürichSegmentation

TerraMesh-Masks: Open‑Vocabulary Segmentation for Earth Observation

Benedikt Blumenstiel, Hugues Devimeux, Johannes Jakubik, Konrad Schindler

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

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