UniD-Shift: Towards Unified Semantic Segmentation via Interpretable Share-Private Multimodal Decomposition

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhang, Shuai, Shi, Zhecheng, Li, Zhuxiao, Ou, Jing, Wang, Tengxi, Liu, Yuan, Zhao, Wufan
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Learning at a Glance: Towards Interpretable Data-limited Continual Semantic Segmentation via Semantic-Invariance Modelling
by: Yuan, Bo, et al.
Published: (2024)

UniCom: Unified Multimodal Modeling via Compressed Continuous Semantic Representations
by: Zhao, Yaqi, et al.
Published: (2026)

UniMix: Towards Domain Adaptive and Generalizable LiDAR Semantic Segmentation in Adverse Weather
by: Zhao, Haimei, et al.
Published: (2024)

UniGeoSeg: Towards Unified Open-World Segmentation for Geospatial Scenes
by: Ni, Shuo, et al.
Published: (2025)

UniVS: Unified and Universal Video Segmentation with Prompts as Queries
by: Li, Minghan, et al.
Published: (2024)

Holo360D: A Large-Scale Real-World Dataset with Continuous Trajectories for Advancing Panoramic 3D Reconstruction and Beyond
by: Ou, Jing, et al.
Published: (2026)

UniUGG: Unified 3D Understanding and Generation via Geometric-Semantic Encoding
by: Xu, Yueming, et al.
Published: (2025)

Eulerian orientations and Hadamard codes: A novel connection via counting
by: Shao, Shuai, et al.
Published: (2024)

UniD$^3$: A Knowledge Graph-Enhanced RAG Framework for Drug-Disease Discovery and Reasoning
by: Wang, Qing, et al.
Published: (2026)

Improving Multimodal Distillation for 3D Semantic Segmentation under Domain Shift
by: Michele, Björn, et al.
Published: (2025)

UniRGB-IR: A Unified Framework for Visible-Infrared Semantic Tasks via Adapter Tuning
by: Yuan, Maoxun, et al.
Published: (2024)

UniC-Lift: Unified 3D Instance Segmentation via Contrastive Learning
by: Dhiman, Ankit, et al.
Published: (2025)

UniStitch: Unifying Semantic and Geometric Features for Image Stitching
by: Mei, Yuan, et al.
Published: (2026)

UniShield: Unified Face Attack Detection via KG-Informed Multimodal Reasoning
by: Li, Hongrui, et al.
Published: (2026)

GeoHeight-Bench: Towards Height-Aware Multimodal Reasoning in Remote Sensing
by: Hu, Xuran, et al.
Published: (2026)

UniMoD: Efficient Unified Multimodal Transformers with Mixture-of-Depths
by: Mao, Weijia, et al.
Published: (2025)

UniDWM: Towards a Unified Driving World Model via Multifaceted Representation Learning
by: Liu, Shuai, et al.
Published: (2026)

UniMRSeg: Unified Modality-Relax Segmentation via Hierarchical Self-Supervised Compensation
by: Zhao, Xiaoqi, et al.
Published: (2025)

UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation
by: Yang, Lihe, et al.
Published: (2024)

UniCorn: Towards Self-Improving Unified Multimodal Models through Self-Generated Supervision
by: Han, Ruiyan, et al.
Published: (2026)

UniVBench: Towards Unified Evaluation for Video Foundation Models
by: Wei, Jianhui, et al.
Published: (2026)

Uni-Sign: Toward Unified Sign Language Understanding at Scale
by: Li, Zecheng, et al.
Published: (2025)

BuildingView: Constructing Urban Building Exteriors Databases with Street View Imagery and Multimodal Large Language Mode
by: Li, Zongrong, et al.
Published: (2024)

Uni-Animator: Towards Unified Visual Colorization
by: Chen, Xinyuan, et al.
Published: (2026)

UniFork: Exploring Modality Alignment for Unified Multimodal Understanding and Generation
by: Li, Teng, et al.
Published: (2025)

UniAPO: Unified Multimodal Automated Prompt Optimization
by: Zhu, Qipeng, et al.
Published: (2025)

OV-Uni3DETR: Towards Unified Open-Vocabulary 3D Object Detection via Cycle-Modality Propagation
by: Wang, Zhenyu, et al.
Published: (2024)

UniForward: Unified 3D Scene and Semantic Field Reconstruction via Feed-Forward Gaussian Splatting from Only Sparse-View Images
by: Tian, Qijian, et al.
Published: (2025)

UniHOI: Unified Human-Object Interaction Understanding via Unified Token Space
by: Yang, Panqi, et al.
Published: (2025)

UniGlyph: Unified Segmentation-Conditioned Diffusion for Precise Visual Text Synthesis
by: Wang, Yuanrui, et al.
Published: (2025)

Semantic Foam: Unifying Spatial and Semantic Scene Decomposition
by: Sharafeldin, Amr, et al.
Published: (2026)

EGFormer: Towards Efficient and Generalizable Multimodal Semantic Segmentation
by: Zhang, Zelin, et al.
Published: (2025)

UniEval: Unified Holistic Evaluation for Unified Multimodal Understanding and Generation
by: Li, Yi, et al.
Published: (2025)

Conditional Evidence Reconstruction and Decomposition for Interpretable Multimodal Diagnosis
by: Wan, Shaowen, et al.
Published: (2026)

UniFunc3D: Unified Active Spatial-Temporal Grounding for 3D Functionality Segmentation
by: Lin, Jiaying, et al.
Published: (2026)

UniM: A Unified Any-to-Any Interleaved Multimodal Benchmark
by: Li, Yanlin, et al.
Published: (2026)

Ming-Lite-Uni: Advancements in Unified Architecture for Natural Multimodal Interaction
by: AI, Inclusion, et al.
Published: (2025)

UniCSG: Unified High-Fidelity Content-Constrained Style-Driven Generation via Staged Semantic and Frequency Disentanglement
by: Yang, Jingwei, et al.
Published: (2026)

UniRL: Self-Improving Unified Multimodal Models via Supervised and Reinforcement Learning
by: Mao, Weijia, et al.
Published: (2025)

UniVidX: A Unified Multimodal Framework for Versatile Video Generation via Diffusion Priors
by: Chen, Houyuan, et al.
Published: (2026)