Papers with Code 아카이브
Visual Question Answering
태스크의 하위 분류와 논문·코드·평가·기법·데이터셋을 탐색하세요.
- 하위 태스크
- 5
- 평가표
- 30
- 보존된 평가 기록
- 334
MLLM Leaderboard
논문
이 태스크와 하위 분야의 관련 논문입니다. 실제 성능 비교는 평가 결과에서 확인하세요.
MindJourney: Test-Time Scaling with World Models for Spatial Reasoning
EmbRACE-3K: Embodied Reasoning and Action in Complex Environments
Warehouse Spatial Question Answering with LLM Agent
M2-Reasoning: Empowering MLLMs with Unified General and Spatial Reasoning
ByDeWay: Boost Your multimodal LLM with DEpth prompting in a Training-Free Way
Scaling RL to Long Videos
OST-Bench: Evaluating the Capabilities of MLLMs in Online Spatio-temporal Scene Understanding
A Neural Representation Framework with LLM-Driven Spatial Reasoning for Open-Vocabulary 3D Visual Grounding
Evaluating Attribute Confusion in Fashion Text-to-Image Generation
LinguaMark: Do Multimodal Models Speak Fairly? A Benchmark-Based Evaluation
MagiC: Evaluating Multimodal Cognition Toward Grounded Visual Reasoning
Barriers in Integrating Medical Visual Question Answering into Radiology Workflows: A Scoping Review and Clinicians' Insights
Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling
ReLoop: "Seeing Twice and Thinking Backwards" via Closed-loop Training to Mitigate Hallucinations in Multimodal understanding
Revisiting CroPA: A Reproducibility Study and Enhancements for Cross-Prompt Adversarial Transferability in Vision-Language Models
Optimising Language Models for Downstream Tasks: A Post-Training Perspective
World-aware Planning Narratives Enhance Large Vision-Language Model Planner
DrishtiKon: Multi-Granular Visual Grounding for Text-Rich Document Images
SMMILE: An Expert-Driven Benchmark for Multimodal Medical In-Context Learning
ShotBench: Expert-Level Cinematic Understanding in Vision-Language Models
ImplicitQA: Going beyond frames towards Implicit Video Reasoning
From 2D to 3D Cognition: A Brief Survey of General World Models
Semantic-enhanced Modality-asymmetric Retrieval for Online E-commerce Search
HRIBench: Benchmarking Vision-Language Models for Real-Time Human Perception in Human-Robot Interaction
Video Perception Models for 3D Scene Synthesis
FOCUS: Internal MLLM Representations for Efficient Fine-Grained Visual Question Answering
GEMeX-ThinkVG: Towards Thinking with Visual Grounding in Medical VQA via Reinforcement Learning
Scene-R1: Video-Grounded Large Language Models for 3D Scene Reasoning without 3D Annotations
Can Common VLMs Rival Medical VLMs? Evaluation and Strategic Insights
MEGC2025: Micro-Expression Grand Challenge on Spot Then Recognize and Visual Question Answering
ImmerseGen: Agent-Guided Immersive World Generation with Alpha-Textured Proxies
Adapting Lightweight Vision Language Models for Radiological Visual Question Answering
SIRI-Bench: Challenging VLMs' Spatial Intelligence through Complex Reasoning Tasks
PeRL: Permutation-Enhanced Reinforcement Learning for Interleaved Vision-Language Reasoning
SimpleDoc: Multi-Modal Document Understanding with Dual-Cue Page Retrieval and Iterative Refinement
출처: Papers with Code · CC BY-SA 4.0. 아카이브 자료와 새로 수집한 논문은 별도로 관리합니다.