Cover Image

Centering the Value of Every Modality: Towards Efficient and Resilient Modality-agnostic Semantic Segmentation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zheng, Xu, Lyu, Yuanhuiyi, Zhou, Jiazhou, Wang, Lin
Format:	Preprint
Published:	2024
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

MAGIC++: Efficient and Resilient Modality-Agnostic Semantic Segmentation via Hierarchical Modality Selection
by: Zheng, Xu, et al.
Published: (2024)

Learning Modality-agnostic Representation for Semantic Segmentation from Any Modalities
by: Zheng, Xu, et al.
Published: (2024)

UniBind: LLM-Augmented Unified and Balanced Representation Space to Bind Them All
by: Lyu, Yuanhuiyi, et al.
Published: (2024)

ExACT: Language-guided Conceptual Reasoning and Uncertainty Estimation for Event-based Action Recognition and More
by: Zhou, Jiazhou, et al.
Published: (2024)

EventBind: Learning a Unified Representation to Bind Them All for Event-based Open-world Understanding
by: Zhou, Jiazhou, et al.
Published: (2023)

MemorySAM: Memorize Modalities and Semantics with Segment Anything Model 2 for Multi-modal Semantic Segmentation
by: Liao, Chenfei, et al.
Published: (2025)

BrightDreamer: Generic 3D Gaussian Generative Framework for Fast Text-to-3D Synthesis
by: Jiang, Lutao, et al.
Published: (2024)

OmniBind: Teach to Build Unequal-Scale Modality Interaction for Omni-Bind of All
by: Lyu, Yuanhuiyi, et al.
Published: (2024)

Reducing Unimodal Bias in Multi-Modal Semantic Segmentation with Multi-Scale Functional Entropy Regularization
by: Zheng, Xu, et al.
Published: (2025)

CHARM: Collaborative Harmonization across Arbitrary Modalities for Modality-agnostic Semantic Segmentation
by: Wen, Lekang, et al.
Published: (2025)

EIT-1M: One Million EEG-Image-Text Pairs for Human Visual-textual Recognition and More
by: Zheng, Xu, et al.
Published: (2024)

Image Anything: Towards Reasoning-coherent and Training-free Multi-modal Image Generation
by: Lyu, Yuanhuiyi, et al.
Published: (2024)

Towards Modality-agnostic Label-efficient Segmentation with Entropy-Regularized Distribution Alignment
by: Tang, Liyao, et al.
Published: (2024)

Chasing Day and Night: Towards Robust and Efficient All-Day Object Detection Guided by an Event Camera
by: Cao, Jiahang, et al.
Published: (2023)

Robust Multimodal Semantic Segmentation with Balanced Modality Contributions
by: Tan, Jiaqi, et al.
Published: (2025)

OmniSAM: Omnidirectional Segment Anything Model for UDA in Panoramic Semantic Segmentation
by: Zhong, Ding, et al.
Published: (2025)

RMMSS: Towards Advanced Robust Multi-Modal Semantic Segmentation with Hybrid Prototype Distillation and Feature Selection
by: Tan, Jiaqi, et al.
Published: (2025)

BiXFormer: A Robust Framework for Maximizing Modality Effectiveness in Multi-Modal Semantic Segmentation
by: Chen, Jialei, et al.
Published: (2025)

Customize Segment Anything Model for Multi-Modal Semantic Segmentation with Mixture of LoRA Experts
by: Zhu, Chenyang, et al.
Published: (2024)

Parameter-Efficient Modality-Balanced Symmetric Fusion for Multimodal Remote Sensing Semantic Segmentation
by: Li, Haocheng, et al.
Published: (2026)

T-Rex-Omni: Integrating Negative Visual Prompt in Generic Object Detection
by: Zhou, Jiazhou, et al.
Published: (2025)

ModalPrompt: Towards Efficient Multimodal Continual Instruction Tuning with Dual-Modality Guided Prompt
by: Zeng, Fanhu, et al.
Published: (2024)

Multi-Modal Prototypes for Open-World Semantic Segmentation
by: Yang, Yuhuan, et al.
Published: (2023)

Every SAM Drop Counts: Embracing Semantic Priors for Multi-Modality Image Fusion and Beyond
by: Wu, Guanyao, et al.
Published: (2025)

Semantics, Distortion, and Style Matter: Towards Source-free UDA for Panoramic Segmentation
by: Zheng, Xu, et al.
Published: (2024)

TUNI: Real-time RGB-T Semantic Segmentation with Unified Multi-Modal Feature Extraction and Cross-Modal Feature Fusion
by: Guo, Xiaodong, et al.
Published: (2025)

Benchmarking Multi-modal Semantic Segmentation under Sensor Failures: Missing and Noisy Modality Robustness
by: Liao, Chenfei, et al.
Published: (2025)

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

CrossWeaver: Cross-modal Weaving for Arbitrary-Modality Semantic Segmentation
by: Zhang, Zelin, et al.
Published: (2026)

Sigma: Siamese Mamba Network for Multi-Modal Semantic Segmentation
by: Wan, Zifu, et al.
Published: (2024)

Unsupervised Modality Adaptation with Text-to-Image Diffusion Models for Semantic Segmentation
by: Xia, Ruihao, et al.
Published: (2024)

Toward Modality Gap: Vision Prototype Learning for Weakly-supervised Semantic Segmentation with CLIP
by: Xu, Zhongxing, et al.
Published: (2024)

Adversarial Versus Federated: An Adversarial Learning based Multi-Modality Cross-Domain Federated Medical Segmentation
by: Zhou, You, et al.
Published: (2025)

A Modality-agnostic Multi-task Foundation Model for Human Brain Imaging
by: Liu, Peirong, et al.
Published: (2025)

Visual Foundation Models Boost Cross-Modal Unsupervised Domain Adaptation for 3D Semantic Segmentation
by: Xu, Jingyi, et al.
Published: (2024)

STMI: Segmentation-Guided Token Modulation with Cross-Modal Hypergraph Interaction for Multi-Modal Object Re-Identification
by: Xu, Xingguo, et al.
Published: (2026)

No Modality Left Behind: Adapting to Missing Modalities via Knowledge Distillation for Brain Tumor Segmentation
by: Zhu, Shenghao, et al.
Published: (2025)

AMMNet: An Asymmetric Multi-Modal Network for Remote Sensing Semantic Segmentation
by: Ye, Hui, et al.
Published: (2025)

M2S-RoAD: Multi-Modal Semantic Segmentation for Road Damage Using Camera and LiDAR Data
by: Tseng, Tzu-Yun, et al.
Published: (2025)

SGMA: Semantic-Guided Modality-Aware Segmentation for Remote Sensing with Incomplete Multimodal Data
by: Wen, Lekang, et al.
Published: (2026)