주제로 연구실 찾기

1. SNU·컴퓨터 비전

   전세영ICL

   관련도관련 논문 19편비중 28%연구 분야에 명시
   • 2026Erasing Thousands of Concepts: Towards Scalable and Practical Concept Erasure for Text-to-Image Diffusion ModelsCVPR
   • 2026Patch-to-Global: Random Patch Diffusion for Globally Consistent Megapixel Artifact Inpainting in Whole Slide ImagesMICCAI
   • 2026Training-free Mixed-Resolution Latent Upsampling for Spatially Accelerated Diffusion TransformersCVPR
2. SNU·컴퓨터 비전

   이준석VIP Lab

   관련도관련 논문 12편비중 21%연구 분야에 명시
   • 2026Efficient Adjoint Matching for Fine-tuning Diffusion ModelsNeurIPS
   • 2026Efficient Generative Modeling beyond Memoryless Diffusion via Adjoint Schrödinger Bridge MatchingICML
   • 2026Equivariant Latent Alignment via Flow Matching under Group SymmetriesICML
3. SNU·컴퓨터 비전

   이경무, 한보형CV Lab

   관련도관련 논문 9편비중 10%연구 분야에 명시
   • 2026Bridging the Distribution Gap to Harness Pretrained Diffusion Priors for Super-ResolutionICLR
   • 2026Image Diffusion Preview with Consistency SolverCVPR
   • 2026Optimizing Diffusion Samplers via Dynamic PreferenceECCV
4. SNU·머신러닝

   윤성로AI Lab

   관련도관련 논문 9편비중 8%
   • 2026Diagnosing and Correcting Concept Omission in Multimodal Diffusion TransformersICML
   • 2026Exploring the Transformer-based and Diffusion-based Models for Single Image DeblurringJournal of Visual Communication and Image Representation
   • 2025DefectFill: Realistic Defect Generation with Inpainting Diffusion Model for Visual InspectionCVPR
5. SNU·컴퓨터 비전

   주한별VC Lab

   관련도관련 논문 6편비중 21%
   • 2026Target-Aware Video Diffusion ModelsICLR
   • 2026GraspDiffusion: Synthesizing Realistic Whole-body Hand-Object InteractionWACV
   • 2025DAViD: Modeling Dynamic Affordance of 3D Objects using Pre-trained Video Diffusion ModelsICCV
6. SNU·컴퓨터 비전

   곽노준MIPAL Lab

   관련도관련 논문 7편비중 8%
   • 2026Targeted Data Protection for Diffusion Model by Matching Training TrajectoryAAAI
   • 2026Unlocking the Potential of Diffusion Language Models through Template InfillingACL
   • 2025ReFlex: Text-Guided Editing of Real Images in Rectified Flow via Mid-Step Feature Extraction and Attention AdaptationICCV
7. SNU·컴퓨터 비전

   박재식Visual & Geometric Intelligence Lab

   관련도관련 논문 5편비중 9%
   • 2026JAM-Flow: Joint Audio-Motion Synthesis with Flow MatchingECCV
   • 2026TRACE: Your Diffusion Model is Secretly an Instance Edge DetectorICLR
   • 2025Exploring Multimodal Diffusion Transformers for Enhanced Prompt-based Image EditingICCV
8. SNU·머신러닝

   이정우CML Lab

   관련도관련 논문 4편비중 8%
   • 2026An Adaptive Sampling Framework for Diffusion-based Dataset Distillation with High Fidelity and DiversityAAAI
   • 2026DCGC: Draft-Conditioned Global Correction for Complex Reasoning with Masked Diffusion ModelsEMNLP
   • 2026Beyond Prompts: Preserving Semantics in Diffusion-based Semantic CommunicationIEEE WCL
9. SNU·AI for Science

   이동헌BiLab

   관련도관련 논문 4편비중 8%
   • 2026DRPO: Disentangling Demographic Bias from Rewards for Fair Diffusion AlignmentECCV
   • 2026Neutral Reward Filtering for Fair Offline-to-Online Diffusion AlignmentICML
   • 2025Ano-Face-Fair: Race-Fair Face Anonymization in Text-to-Image Synthesis using Simple Preference Optimization in Diffusion ModelCVPR
10. SNU·자연어처리·LLM

    조요한

    관련도관련 논문 3편비중 5%
    • 2026Knowledge Editing for Masked Diffusion Language ModelsEMNLP
    • 2026Mechanism Shift during Post-training from Autoregressive to Masked Diffusion Language ModelsEMNLP
    • 2026Where Should Diffusion Enter a Language Model? Geometry-Guided Hidden-State ReplacementICML
11. SNU·머신러닝

    이원종DRL Lab

    관련도관련 논문 1편비중 4%연구 분야에 명시
    • 2025ReFlex: Text-Guided Editing of Real Images in Rectified Flow via Mid-Step Feature Extraction and Attention AdaptationICCV
12. SNU·로보틱스

    김현진LARR Lab

    관련도관련 논문 4편비중 5%
    • 2026Efficient Learning-based Path Planning on Receding Horizon with Conditional Flow MatchingInternational Journal of Control, Automation and Systems
    • 2025Performance Plateaus in Inference-Time Scaling for Text-to-Image Diffusion Without External ModelsICML
    • 2024SEDiff: Structure Extraction for Domain Adaptive Depth Estimation via Denoising Diffusion ModelsECCV
13. SNU·컴퓨터 비전

    김영민3D Vision Lab

    관련도관련 논문 3편비중 6%
    • 2026Accelerated Likelihood Maximization for Diffusion-based Versatile Content GenerationECCV
    • 2025BrepDiff: Single-stage B-rep Diffusion ModelSIGGRAPH
    • 2025Less is More: Improving Motion Diffusion Models with Sparse KeyframesICCV
14. SNU·자연어처리·LLM

    유영재PI Lab

    관련도관련 논문 3편비중 3%
    • 2025Diffusion-Driven Two-Stage Active Learning for Low-Budget Semantic SegmentationNeurIPS
    • 2025DisCoRD: Discrete Tokens to Continuous Motion via Rectified Flow DecodingICCV
    • 2025V.I.P.: Iterative Online Preference Distillation for Efficient Video Diffusion ModelsICCV
15. SNU·AI for Science

    이종호LIST

    관련도관련 논문 2편비중 6%
    • 2026Diagnostic Value of Susceptibility-Based Imaging and Apparent Diffusion Coefficient for Differentiating Multiple System Atrophy–Parkinsonian Type from Parkinson's DiseaseFront Aging Neursosci
    • 2026The association of apparent myelin water fraction with diffusional kurtosis and biophysical modeling parametersNMR Biomed
16. SNU·로보틱스

    박종우FCP Robotics Lab

    관련도관련 논문 3편비중 14%
    • 2026Value Gradient Sampler: Learning Invariant Value Functions for Equivariant Diffusion SamplingAISTATS
    • 2024Maximum Entropy Inverse Reinforcement Learning of Diffusion Models with Energy-Based ModelsNeurIPS
    • 2023Energy-Based Models for Anomaly Detection: A Manifold Diffusion Recovery ApproachNeurIPS
17. SNU·AI for Science

    김경수AIBL

    관련도관련 논문 2편비중 6%
    • 2026On the Collapse of Generative Paths: A Criterion and Correction for Diffusion SteeringICML
    • 2026TRACE: Your Diffusion Model is Secretly an Instance Edge DetectorICLR
18. SNU·컴퓨터 비전

    최종현MPR Lab

    관련도관련 논문 2편비중 5%
    • 2026DBMSolver: A Training-free Diffusion Bridge Sampler for High-Quality Image-to-Image TranslationCVPR
    • 2026TRACE: Your Diffusion Model is Secretly an Instance Edge DetectorICLR
19. SNU·데이터 마이닝

    강유Data Mining Lab

    관련도관련 논문 2편비중 3%
    • 2026Diffusion Models for Risk-Aware Portfolio OptimizationWSDM
    • 2026Shift-Tolerant Allocation via Black-Litterman Using Conditional Diffusion EstimatesICLR
20. SNU·머신러닝

    장병탁BI Lab

    관련도관련 논문 2편비중 3%
    • 2026ECAHD: Efficient Collision-Aware Hierarchical Diffusion NavigationICRA
    • 2026Towards Spatially Consistent Image Generation: On Incorporating Intrinsic Scene Properties into Diffusion ModelsAAAI
21. SNU·자연어처리·LLM

    도재영AIDAS Lab

    관련도관련 논문 2편비중 6%
    • 2026Dynin-Robotics: Omnimodal Unified Diffusion Vision-Language-Action ModelNeurIPS
    • 2025Don’t Let It Fade: Preserving Edits in Diffusion Language Models via Token Timestep AllocationNeurIPS
22. SNU·자연어처리·LLM

    정교민MI Lab

    관련도관련 논문 2편비중 3%
    • 2026When i.i.d. Factorization Breaks Language: The Structural Failure of Discrete Diffusion Language ModelsEMNLP
    • 2025Conditional [MASK] Discrete Diffusion Language ModelEMNLP
23. SNU·컴퓨터 비전

    조남익ISPL

    관련도관련 논문 2편비중 3%
    • 2026ParallelBench: Understanding the Trade-offs of Parallel Decoding in Diffusion LLMsICLR
    • 2025Diffusion on Demand Selective Caching and Modulation for Efficient GenerationNeurIPS
24. SNU·AI for Science

    차지욱Connectome Lab

    관련도관련 논문 2편비중 6%
    • 2026Repurposing Image Diffusion Models for Training-Free Music Style Transfer on Mel-SpectrogramsICIP
    • 2024White matter diffusion estimates in obsessive-compulsive disorder across 1653 individuals: machine learning findings from the ENIGMA OCD Working GroupMolecular Psychiatry
25. SNU·머신러닝

    김태섭LAAL Lab

    관련도관련 논문 2편비중 5%
    • 2026Preserve and Personalize: Personalized Text-to-Image Diffusion Models without Distributional DriftICLR
    • 2024Hollowed Net for On-Device Personalization of Text-to-Image Diffusion ModelsNeurIPS
26. SNU·음성·오디오

    이교구MARG

    관련도관련 논문 2편비중 3%
    • 2025MGE-LDM: Joint Latent Diffusion for Simultaneous Music Generation and Source ExtractionNeurIPS
    • 2025Multidimensional Adaptive Coefficient for Inference Trajectory Optimization in Flow and DiffusionICML
27. SNU·AI 시스템

    유승주CMA Lab

    관련도관련 논문 1편비중 6%
    • 2026EntropyCache: Decoded Token Entropy Guided KV Caching for Diffusion Language ModelsNeurIPS
28. SNU·로보틱스

    오성회Robot Learning Lab

    관련도관련 논문 2편비중 5%
    • 2024Adversarial Environment Design via Regret-Guided Diffusion ModelsNeurIPS
    • 2024Scene Generation for Object Rearrangement with Latent Diffusion ModelsICCAS
29. SNU·머신러닝

    양인순LDS Lab

    관련도관련 논문 1편비중 4%
    • 2026AdaptFlow: State-achored modulation with flow matching for offline goal-conditioned RLNeurIPS
30. SNU·데이터 마이닝

    박현우DIAL Lab

    관련도관련 논문 1편비중 3%
    • 2026AISFlow: Boundary-Informed Flow Matching for Long-Term AIS Trajectory ImputationICML
31. SNU·머신러닝

    이상학Causality Lab

    관련도관련 논문 1편비중 3%
    • 2026Breaking Bad: Component-Wise Parent Deletion for Score-Based Causal DiscoveryUAI
32. SNU·AI 시스템

    이재욱ARC Lab

    관련도관련 논문 1편비중 3%
    • 2026MAGE: All-[MASK] Block Already Knows Where to Look in Block Diffusion LLMNeurIPS
33. SNU·머신러닝

    홍영준MLSC Lab

    관련도관련 논문 1편비중 3%
    • 2026Error as Signal: Stiffness-Aware Diffusion Sampling via Embedded Runge-Kutta GuidanceICLR
34. SNU·데이터 마이닝

    강필성DSBA Lab

    관련도관련 논문 1편비중 2%
    • 2026Memory Bank-Guided Diffusion Model for Lightweight Anomaly DetectionApplied Soft Computing
35. SNU·AI 시스템

    안정호SCALable Computer Architecture Lab

    관련도관련 논문 1편비중 2%
    • 2026DyLLM: Efficient Diffusion LLM Inference via Saliency-based Token Selection and Partial AttentionICML
36. SNU·AI for Science

    손석우Weather and Climate Dynamics Lab

    관련도관련 논문 1편비중 1%
    • 2026A spectral test of the butterfly effect and physical consistency in the diffusion-based GenCast's ensemblenpj Climate and Atmospheric Science
37. SNU·AI 시스템

    김재준VLSI Lab

    관련도관련 논문 2편비중 4%
    • 2023Leveraging Early-Stage Robustness in Diffusion Models for Efficient and High-Quality Image SynthesisNeurIPS
    • 2023Squeezing Large-Scaling Diffusion Models for MobileICML
38. SNU·머신러닝2026 업데이트 중

    강명주NCIA Lab

    관련도관련 논문 1편비중 3%
    • 2025Leveraging Prior Knowledge of Diffusion Model for Person SearchICCV
39. SNU·로보틱스

    김아영RPM Lab

    관련도관련 논문 1편비중 3%
    • 2025TIR-Diffusion: Diffusion-based Thermal Infrared Image Denoising via Latent and Wavelet Domain OptimizationICRA
40. SNU·AI for Science

    김덕진SatGeo Lab

    관련도관련 논문 1편비중 2%
    • 2025Enhancing MIMO Radar Data Quality via Stereo-Camera-Guided Diffusion ModelsIEEE Sensors Journal
41. SNU·AI for Science

    김선BHI Lab

    관련도관련 논문 1편비중 2%
    • 2024DiSCO: Diffusion Schrödinger Bridge for Molecular Conformer OptimizationAAAI
42. SNU·AI for Science

    백민경Laboratory of Computational Structural and Systems Biology

    관련도관련 논문 1편비중 7%
    • 2023De novo design of protein structure and function with RFdiffusionNature

2026 논문이 아직 반영되지 않은 연구실은 결과에서 불리할 수 있어요.