Image de couverture de livre

MM-Spatial: Exploring 3D Spatial Understanding in Multimodal LLMs

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Daxberger, Erik, Wenzel, Nina, Griffiths, David, Gang, Haiming, Lazarow, Justin, Kohavi, Gefen, Kang, Kai, Eichner, Marcin, Yang, Yinfei, Dehghan, Afshin, Grasch, Peter
Format:	Preprint
Publié:	2025
Sujets:	Computer Vision and Pattern Recognition Computation and Language Machine Learning
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Cubify Anything: Scaling Indoor 3D Object Detection
par: Lazarow, Justin, et autres
Publié: (2024)

Rooms from Motion: Un-posed Indoor 3D Object Detection as Localization and Mapping
par: Lazarow, Justin, et autres
Publié: (2025)

Understanding Alignment in Multimodal LLMs: A Comprehensive Study
par: Amirloo, Elmira, et autres
Publié: (2024)

MM-Ego: Towards Building Egocentric Multimodal LLMs for Video QA
par: Ye, Hanrong, et autres
Publié: (2024)

MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning
par: Zhang, Haotian, et autres
Publié: (2024)

MIA-Bench: Towards Better Instruction Following Evaluation of Multimodal LLMs
par: Qian, Yusu, et autres
Publié: (2024)

UniGen-1.5: Enhancing Image Generation and Editing through Reward Unification in Reinforcement Learning
par: Tian, Rui, et autres
Publié: (2025)

SO-Bench: A Structural Output Evaluation of Multimodal LLMs
par: Feng, Di, et autres
Publié: (2025)

Towards Multimodal Understanding via Stable Diffusion as a Task-Aware Feature Extractor
par: Agarwal, Vatsal, et autres
Publié: (2025)

UniGen: Enhanced Training & Test-Time Strategies for Unified Multimodal Understanding and Generation
par: Tian, Rui, et autres
Publié: (2025)

DeepMMSearch-R1: Empowering Multimodal LLMs in Multimodal Web Search
par: Narayan, Kartik, et autres
Publié: (2025)

SlowFast-LLaVA: A Strong Training-Free Baseline for Video Large Language Models
par: Xu, Mingze, et autres
Publié: (2024)

SlowFast-LLaVA-1.5: A Family of Token-Efficient Video Large Language Models for Long-Form Video Understanding
par: Xu, Mingze, et autres
Publié: (2025)

Ferret-UI: Grounded Mobile UI Understanding with Multimodal LLMs
par: You, Keen, et autres
Publié: (2024)

MM1: Methods, Analysis & Insights from Multimodal LLM Pre-training
par: McKinzie, Brandon, et autres
Publié: (2024)

How Easy is It to Fool Your Multimodal LLMs? An Empirical Analysis on Deceptive Prompts
par: Qian, Yusu, et autres
Publié: (2024)

MM-Embed: Universal Multimodal Retrieval with Multimodal LLMs
par: Lin, Sheng-Chieh, et autres
Publié: (2024)

Holistic Evaluation of Multimodal LLMs on Spatial Intelligence
par: Cai, Zhongang, et autres
Publié: (2025)

MM-SpuBench: Towards Better Understanding of Spurious Biases in Multimodal LLMs
par: Ye, Wenqian, et autres
Publié: (2024)

Spatial Audio Motion Understanding and Reasoning
par: Sridhar, Arvind Krishna, et autres
Publié: (2025)

SpatialThinker: Reinforcing 3D Reasoning in Multimodal LLMs via Spatial Rewards
par: Batra, Hunar, et autres
Publié: (2025)

AToken: A Unified Tokenizer for Vision
par: Lu, Jiasen, et autres
Publié: (2025)

SpatialGeo:Boosting Spatial Reasoning in Multimodal LLMs via Geometry-Semantics Fusion
par: Guo, Jiajie, et autres
Publié: (2025)

Spatial-ORMLLM: Improve Spatial Relation Understanding in the Operating Room with Multimodal Large Language Model
par: He, Peiqi, et autres
Publié: (2025)

EarthSpatialBench: Benchmarking Spatial Reasoning Capabilities of Multimodal LLMs on Earth Imagery
par: Xu, Zelin, et autres
Publié: (2026)

ElasticMM: Efficient Multimodal LLMs Serving with Elastic Multimodal Parallelism
par: Liu, Zedong, et autres
Publié: (2025)

Towards Understanding Multimodal Fine-Tuning: Spatial Features
par: Naghashyar, Lachin, et autres
Publié: (2026)

Spatial Preference Rewarding for MLLMs Spatial Understanding
par: Qiu, Han, et autres
Publié: (2025)

Can Multimodal Large Language Models Understand Spatial Relations?
par: Liu, Jingping, et autres
Publié: (2025)

VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs
par: Cheng, Zesen, et autres
Publié: (2024)

GSR-BENCH: A Benchmark for Grounded Spatial Reasoning Evaluation via Multimodal LLMs
par: Rajabi, Navid, et autres
Publié: (2024)

Spatial As Deep: Spatial CNN for Traffic Scene Understanding
par: Pan, Xingang, et autres
Publié: (2017)

JoyAI-Image: Awaking Spatial Intelligence in Unified Multimodal Understanding and Generation
par: Song, Lin, et autres
Publié: (2026)

Mechanistic Diagnostics of Spatial Lexical Bias in Multimodal Large Language Model Spatial Reasoning
par: Ma, Chuang, et autres
Publié: (2026)

SpatialTouch: Exploring Spatial Data Visualizations in Cross-reality
par: Zhao, Lixiang, et autres
Publié: (2024)

InfiMM-HD: A Leap Forward in High-Resolution Multimodal Understanding
par: Liu, Haogeng, et autres
Publié: (2024)

SpatialBot: Precise Spatial Understanding with Vision Language Models
par: Cai, Wenxiao, et autres
Publié: (2024)

MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning
par: Meng, Fanqing, et autres
Publié: (2025)

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs
par: Li, Zongzhao, et autres
Publié: (2025)

From Where Things Are to What They Are For: Benchmarking Spatial-Functional Intelligence in Multimodal LLMs
par: Zhang, Le, et autres
Publié: (2026)