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Spatial Reasoning

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TitleStatusHype
Foundation Models for Remote Sensing: An Analysis of MLLMs for Object Localization—0
Perturbed State Space Feature Encoders for Optical Flow with Event Cameras—0
VisualPuzzles: Decoupling Multimodal Reasoning Evaluation from Domain Knowledge—0
Embodied Chain of Action Reasoning with Multi-Modal Foundation Model for Humanoid Loco-manipulation—0
3D CoCa: Contrastive Learners are 3D CaptionersCode0
VisuoThink: Empowering LVLM Reasoning with Multimodal Tree Search—0
AerialVG: A Challenging Benchmark for Aerial Visual Grounding by Exploring Positional Relations—0
Endowing Embodied Agents with Spatial Reasoning Capabilities for Vision-and-Language Navigation—0
How to Enable LLM with 3D Capacity? A Survey of Spatial Reasoning in LLM—0
Towards Visual Text Grounding of Multimodal Large Language Model—0
Advancing Egocentric Video Question Answering with Multimodal Large Language Models—0
NuScenes-SpatialQA: A Spatial Understanding and Reasoning Benchmark for Vision-Language Models in Autonomous Driving—0
SpaceR: Reinforcing MLLMs in Video Spatial ReasoningCode2
Enabling Systematic Generalization in Abstract Spatial Reasoning through Meta-Learning for CompositionalityCode0
Improved Visual-Spatial Reasoning via R1-Zero-Like TrainingCode1
Inference-Time Scaling for Complex Tasks: Where We Stand and What Lies AheadCode2
From Flatland to Space: Teaching Vision-Language Models to Perceive and Reason in 3DCode2
Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive TasksCode2
Video-R1: Reinforcing Video Reasoning in MLLMsCode4
RSRWKV: A Linear-Complexity 2D Attention Mechanism for Efficient Remote Sensing Vision Task—0
ST-VLM: Kinematic Instruction Tuning for Spatio-Temporal Reasoning in Vision-Language Models—0
Mind the Gap: Benchmarking Spatial Reasoning in Vision-Language ModelsCode1
LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?—0
DataPlatter: Boosting Robotic Manipulation Generalization with Minimal Costly Data—0
MetaSpatial: Reinforcing 3D Spatial Reasoning in VLMs for the MetaverseCode3
AlphaSpace: Enabling Robotic Actions through Semantic Tokenization and Symbolic Reasoning—0
Aether: Geometric-Aware Unified World Modeling—0
MLLM-For3D: Adapting Multimodal Large Language Model for 3D Reasoning Segmentation—0
Beyond Semantics: Rediscovering Spatial Awareness in Vision-Language Models—0
IRef-VLA: A Benchmark for Interactive Referential Grounding with Imperfect Language in 3D ScenesCode2
Sonata: Self-Supervised Learning of Reliable Point RepresentationsCode4
A Vision Centric Remote Sensing Benchmark—0
OmniGeo: Towards a Multimodal Large Language Models for Geospatial Artificial Intelligence—0
Statistical applications of the 20/60/20 rule in risk management and portfolio optimization—0
UI-Vision: A Desktop-centric GUI Benchmark for Visual Perception and Interaction—0
CoSpace: Benchmarking Continuous Space Perception Ability for Vision-Language ModelsCode0
NuPlanQA: A Large-Scale Dataset and Benchmark for Multi-View Driving Scene Understanding in Multi-Modal Large Language ModelsCode1
Free-form language-based robotic reasoning and graspingCode2
Grounded Chain-of-Thought for Multimodal Large Language ModelsCode1
VISO-Grasp: Vision-Language Informed Spatial Object-centric 6-DoF Active View Planning and Grasping in Clutter and InvisibilityCode1
Logic-RAG: Augmenting Large Multimodal Models with Visual-Spatial Knowledge for Road Scene UnderstandingCode1
Open3DVQA: A Benchmark for Comprehensive Spatial Reasoning with Multimodal Large Language Model in Open SpaceCode1
EmbodiedVSR: Dynamic Scene Graph-Guided Chain-of-Thought Reasoning for Visual Spatial Tasks—0
CleverDistiller: Simple and Spatially Consistent Cross-modal Distillation—0
Boosting Diffusion-Based Text Image Super-Resolution Model Towards Generalized Real-World Scenarios—0
Navigating Motion Agents in Dynamic and Cluttered Environments through LLM Reasoning—0
PointVLA: Injecting the 3D World into Vision-Language-Action ModelsCode4
Towards Ambiguity-Free Spatial Foundation Model: Rethinking and Decoupling Depth AmbiguityCode0
An Empirical Study of Conformal Prediction in LLM with ASP Scaffolds for Robust Reasoning—0
Factorio Learning EnvironmentCode4
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