Review

[논문리뷰] Scaling Spatial Intelligence with Multimodal Foundation Models

arXiv에 게시된 'Scaling Spatial Intelligence with Multimodal Foundation Models' 논문에 대한 자세한 리뷰입니다.

#Review #Spatial Intelligence #Multimodal Foundation Models #Data Scaling #Perspective-taking #Visual Question Answering #Emergent Capabilities #Embodied AI #Benchmark Evaluation

2025년 11월 20일

[논문리뷰] SRPO: Self-Referential Policy Optimization for Vision-Language-Action Models

arXiv에 게시된 'SRPO: Self-Referential Policy Optimization for Vision-Language-Action Models' 논문에 대한 자세한 리뷰입니다.

#Review #Reinforcement Learning #Vision-Language-Action Models #Reward Shaping #World Models #Self-Referential Learning #Robotics #Trajectory Optimization

2025년 11월 20일

[논문리뷰] SAM2S: Segment Anything in Surgical Videos via Semantic Long-term Tracking

arXiv에 게시된 'SAM2S: Segment Anything in Surgical Videos via Semantic Long-term Tracking' 논문에 대한 자세한 리뷰입니다.

#Review #Surgical Video Segmentation #Interactive Video Object Segmentation #Long-term Tracking #Foundation Models #Domain Adaptation #Semantic Learning #Prompt-based Segmentation

2025년 11월 20일

[논문리뷰] SAM 3D: 3Dfy Anything in Images

arXiv에 게시된 'SAM 3D: 3Dfy Anything in Images' 논문에 대한 자세한 리뷰입니다.

#Review #3D Reconstruction #Generative Models #Single Image 3D #Object Reconstruction #Scene Understanding #Data Engine #Model-in-the-Loop #Human Preference

2025년 11월 20일

[논문리뷰] PartUV: Part-Based UV Unwrapping of 3D Meshes

Hao Su이 arXiv에 게시한 'PartUV: Part-Based UV Unwrapping of 3D Meshes' 논문에 대한 자세한 리뷰입니다.

#Review #UV Unwrapping #3D Meshes #Part-Based Decomposition #Neural Fields #Geometric Heuristics #Parameterization #Texture Mapping

2025년 11월 20일

[논문리뷰] Nemotron Elastic: Towards Efficient Many-in-One Reasoning LLMs

arXiv에 게시된 'Nemotron Elastic: Towards Efficient Many-in-One Reasoning LLMs' 논문에 대한 자세한 리뷰입니다.

#Review #LLM Compression #Elastic Networks #Knowledge Distillation #Hybrid Mamba-Attention #Reasoning LLMs #Multi-Budget Training #Zero-Shot Deployment

2025년 11월 20일

[논문리뷰] NaTex: Seamless Texture Generation as Latent Color Diffusion

arXiv에 게시된 'NaTex: Seamless Texture Generation as Latent Color Diffusion' 논문에 대한 자세한 리뷰입니다.

#Review #3D Texture Generation #Latent Diffusion Model #Geometry-Aware VAE #Multi-Control DiT #Color Point Cloud #Texture Synthesis #3D Asset Creation

2025년 11월 20일

[논문리뷰] MiMo-Embodied: X-Embodied Foundation Model Technical Report

arXiv에 게시된 'MiMo-Embodied: X-Embodied Foundation Model Technical Report' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language Model (VLM)#Embodied AI #Autonomous Driving #Foundation Model #Multimodal Learning #Task Planning #Affordance Prediction #Spatial Understanding #Reinforcement Learning

2025년 11월 20일

[논문리뷰] First Frame Is the Place to Go for Video Content Customization

arXiv에 게시된 'First Frame Is the Place to Go for Video Content Customization' 논문에 대한 자세한 리뷰입니다.

#Review #Video Generation #Content Customization #Few-shot Learning #LoRA #Vision-Language Models (VLMs)#First Frame Conditioning #Reference-based Generation

2025년 11월 20일

[논문리뷰] Draft and Refine with Visual Experts

arXiv에 게시된 'Draft and Refine with Visual Experts' 논문에 대한 자세한 리뷰입니다.

#Review #Large Vision-Language Models (LVLMs)#Visual Grounding #Hallucination Mitigation #Agent Framework #Visual Question Answering (VQA)#Expert Coordination #Relevance Map #Multi-modal Reasoning

2025년 11월 20일

[논문리뷰] What Does It Take to Be a Good AI Research Agent? Studying the Role of Ideation Diversity

arXiv에 게시된 'What Does It Take to Be a Good AI Research Agent? Studying the Role of Ideation Diversity' 논문에 대한 자세한 리뷰입니다.

#Review #AI Research Agents #Ideation Diversity #MLE-bench #LLM Backbones #Agentic Scaffolds #Shannon Entropy #Machine Learning Engineering #Performance Metrics

2025년 11월 19일

[논문리뷰] VisPlay: Self-Evolving Vision-Language Models from Images

arXiv에 게시된 'VisPlay: Self-Evolving Vision-Language Models from Images' 논문에 대한 자세한 리뷰입니다.

#Review #Self-Evolving #Vision-Language Models #Reinforcement Learning #Self-Play #Unlabeled Data #Multimodal Reasoning #Group Relative Policy Optimization #Hallucination Mitigation

2025년 11월 19일

[논문리뷰] Reasoning via Video: The First Evaluation of Video Models' Reasoning Abilities through Maze-Solving Tasks

Yiran Peng이 arXiv에 게시한 'Reasoning via Video: The First Evaluation of Video Models' Reasoning Abilities through Maze-Solving Tasks' 논문에 대한 자세한 리뷰입니다.

#Review #Video Models #Spatial Reasoning #Maze Solving #Video Generation #Benchmark #Supervised Fine-tuning #Test-Time Scaling #Multimodal Reasoning

2025년 11월 19일

[논문리뷰] Mixture of States: Routing Token-Level Dynamics for Multimodal Generation

arXiv에 게시된 'Mixture of States: Routing Token-Level Dynamics for Multimodal Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal Diffusion #Mixture of States (MoS)#Token-Level Routing #Dynamic Conditional Fusion #Text-to-Image Generation #Image Editing #Transformer Architecture

2025년 11월 19일

[논문리뷰] Medal S: Spatio-Textual Prompt Model for Medical Segmentation

Tao Chen이 arXiv에 게시한 'Medal S: Spatio-Textual Prompt Model for Medical Segmentation' 논문에 대한 자세한 리뷰입니다.

#Review #Medical Segmentation #Foundation Model #Spatio-Textual Prompts #3D Convolution #Multi-modal Imaging #Dynamic Resampling #Parallel Inference #Iterative Refinement

2025년 11월 19일

[논문리뷰] MHR: Momentum Human Rig

Chris Twigg이 arXiv에 게시한 'MHR: Momentum Human Rig' 논문에 대한 자세한 리뷰입니다.

#Review #Parametric Body Model #Human Animation #Character Rigging #Pose Correctives #Skeletal Decoupling #Computer Graphics #AR/VR

2025년 11월 19일

[논문리뷰] Kandinsky 5.0: A Family of Foundation Models for Image and Video Generation

Vladimir Arkhipkin이 arXiv에 게시한 'Kandinsky 5.0: A Family of Foundation Models for Image and Video Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Image Generation #Video Generation #Diffusion Models #Flow Matching #Diffusion Transformer #NABLA #RLHF #Supervised Fine-tuning

2025년 11월 19일

[논문리뷰] Instruction-Guided Lesion Segmentation for Chest X-rays with Automatically Generated Large-Scale Dataset

arXiv에 게시된 'Instruction-Guided Lesion Segmentation for Chest X-rays with Automatically Generated Large-Scale Dataset' 논문에 대한 자세한 리뷰입니다.

#Review #Medical Imaging #Chest X-ray #Lesion Segmentation #Vision-Language Models #Instruction Following #Data Generation #MIMIC-CXR

2025년 11월 19일

[논문리뷰] FreeAskWorld: An Interactive and Closed-Loop Simulator for Human-Centric Embodied AI

Xinyu Yin이 arXiv에 게시한 'FreeAskWorld: An Interactive and Closed-Loop Simulator for Human-Centric Embodied AI' 논문에 대한 자세한 리뷰입니다.

#Review #Embodied AI #Vision-and-Language Navigation (VLN)#LLM-driven Simulation #Human-Agent Interaction #Closed-Loop #Benchmark Dataset #Social Cognition

2025년 11월 19일

[논문리뷰] Aligning Generative Music AI with Human Preferences: Methods and Challenges

Abhinaba Roy이 arXiv에 게시한 'Aligning Generative Music AI with Human Preferences: Methods and Challenges' 논문에 대한 자세한 리뷰입니다.

#Review #Generative Music AI #Preference Alignment #Reinforcement Learning from Human Feedback (RLHF)#Direct Preference Optimization (DPO)#Inference-Time Optimization #Music Generation #Human-Computer Interaction

2025년 11월 19일