Cover Image

MM-OVSeg:Multimodal Optical-SAR Fusion for Open-Vocabulary Segmentation in Remote Sensing

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wei, Yimin, Xiao, Aoran, Chen, Hongruixuan, Xia, Junshi, Yokoya, Naoto
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

SARLANG-1M: A Benchmark for Vision-Language Modeling in SAR Image Understanding
by: Wei, Yimin, et al.
Published: (2025)

Generalized Few-Shot Semantic Segmentation in Remote Sensing: Challenge and Benchmark
by: Broni-Bediako, Clifford, et al.
Published: (2024)

SynRS3D: A Synthetic Dataset for Global 3D Semantic Understanding from Monocular Remote Sensing Imagery
by: Song, Jian, et al.
Published: (2024)

GeoMMBench and GeoMMAgent: Toward Expert-Level Multimodal Intelligence in Geoscience and Remote Sensing
by: Xiao, Aoran, et al.
Published: (2026)

OpenEarthMap-SAR: A Benchmark Synthetic Aperture Radar Dataset for Global High-Resolution Land Cover Mapping
by: Xia, Junshi, et al.
Published: (2025)

ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space Model
by: Chen, Hongruixuan, et al.
Published: (2024)

Change Detection Between Optical Remote Sensing Imagery and Map Data via Segment Anything Model (SAM)
by: Chen, Hongruixuan, et al.
Published: (2024)

ObjFormer: Learning Land-Cover Changes From Paired OSM Data and Optical High-Resolution Imagery via Object-Guided Transformer
by: Chen, Hongruixuan, et al.
Published: (2023)

Foundation Models for Remote Sensing and Earth Observation: A Survey
by: Xiao, Aoran, et al.
Published: (2024)

Enhancing Monocular Height Estimation via Sparse LiDAR-Guided Correction
by: Song, Jian, et al.
Published: (2025)

DisasterM3: A Remote Sensing Vision-Language Dataset for Disaster Damage Assessment and Response
by: Wang, Junjue, et al.
Published: (2025)

Unsupervised Domain Adaptation Architecture Search with Self-Training for Land Cover Mapping
by: Broni-Bediako, Clifford, et al.
Published: (2024)

A Vision Centric Remote Sensing Benchmark
by: Adejumo, Abduljaleel, et al.
Published: (2025)

Segment Anything with Multiple Modalities
by: Xiao, Aoran, et al.
Published: (2024)

A Survey of Sample-Efficient Deep Learning for Change Detection in Remote Sensing: Tasks, Strategies, and Challenges
by: Ding, Lei, et al.
Published: (2025)

Open-Vocabulary Remote Sensing Image Semantic Segmentation
by: Cao, Qinglong, et al.
Published: (2024)

CrossEarth: Geospatial Vision Foundation Model for Domain Generalizable Remote Sensing Semantic Segmentation
by: Gong, Ziyang, et al.
Published: (2024)

DynamicVL: Benchmarking Multimodal Large Language Models for Dynamic City Understanding
by: Xuan, Weihao, et al.
Published: (2025)

Annotation-Free Open-Vocabulary Segmentation for Remote-Sensing Images
by: Li, Kaiyu, et al.
Published: (2025)

Exploring Efficient Open-Vocabulary Segmentation in the Remote Sensing
by: Li, Bingyu, et al.
Published: (2025)

Towards Open-Vocabulary Remote Sensing Image Semantic Segmentation
by: Ye, Chengyang, et al.
Published: (2024)

Beyond Open Vocabulary: Multimodal Prompting for Object Detection in Remote Sensing Images
by: Yang, Shuai, et al.
Published: (2026)

Towards Realistic Open-Vocabulary Remote Sensing Segmentation: Benchmark and Baseline
by: Li, Bingyu, et al.
Published: (2026)

Decouple and Rectify: Semantics-Preserving Structural Enhancement for Open-Vocabulary Remote Sensing Segmentation
by: Feng, Jie, et al.
Published: (2026)

SCORE: Scene Context Matters in Open-Vocabulary Remote Sensing Instance Segmentation
by: Huang, Shiqi, et al.
Published: (2025)

Open-Vocabulary Semantic Segmentation Network Integrating Object-Level Label and Scene-Level Semantic Features for Multimodal Remote Sensing Images
by: Dai, Jinkun, et al.
Published: (2026)

ChangeBridge: Spatiotemporal Image Generation with Multimodal Controls for Remote Sensing
by: Zhao, Zhenghui, et al.
Published: (2025)

Local-to-Global Cross-Modal Attention-Aware Fusion for HSI-X Semantic Segmentation
by: Zhang, Xuming, et al.
Published: (2024)

ConInfer: Context-Aware Inference for Training-Free Open-Vocabulary Remote Sensing Segmentation
by: Chen, Wenyang, et al.
Published: (2026)

DINO Soars: DINOv3 for Open-Vocabulary Semantic Segmentation of Remote Sensing Imagery
by: Faulkenberry, Ryan, et al.
Published: (2026)

BRIGHT: A globally distributed multimodal building damage assessment dataset with very-high-resolution for all-weather disaster response
by: Chen, Hongruixuan, et al.
Published: (2025)

Seg2Change: Adapting Open-Vocabulary Semantic Segmentation Model for Remote Sensing Change Detection
by: Su, You, et al.
Published: (2026)

Building Extraction from Remote Sensing Imagery under Hazy and Low-light Conditions: Benchmark and Baseline
by: Sang, Feifei, et al.
Published: (2026)

AdaptOVCD: Training-Free Open-Vocabulary Remote Sensing Change Detection via Adaptive Information Fusion
by: Dou, Mingyu, et al.
Published: (2026)

Multimodal-Aware Fusion Network for Referring Remote Sensing Image Segmentation
by: Shi, Leideng, et al.
Published: (2025)

SegEarth-OV: Towards Training-Free Open-Vocabulary Segmentation for Remote Sensing Images
by: Li, Kaiyu, et al.
Published: (2024)

Open-Vocabulary Semantic Segmentation in Remote Sensing via Hierarchical Attention Masking and Model Composition
by: Heidarianbaei, Mohammadreza, et al.
Published: (2026)

AerOSeg: Harnessing SAM for Open-Vocabulary Segmentation in Remote Sensing Images
by: Dutta, Saikat, et al.
Published: (2025)

SARU: A Shadow-Aware and Removal Unified Framework for Remote Sensing Images with New Benchmarks
by: Bo, Zi-Yang, et al.
Published: (2026)

OVSeg3R: Learn Open-vocabulary Instance Segmentation from 2D via 3D Reconstruction
by: Li, Hongyang, et al.
Published: (2025)