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온디바이스·엣지 AI

On-device & Edge AI · 연구실 79곳 · 논문 159편

다른 주제·대학과 함께 찾기
칸 하나가 연구실 하나예요. 이 주제 논문이 많을수록 밝아요.

관련 연구실

등급은 학회·저널 분류이며 연구실 순위가 아닙니다.

  1. YonseiAI 시스템

    차호정MOBED

    관련 논문 12편비중 55%연구 분야에 명시
    • 2026viNPU: Optimizing Vision Transformer Inference on Mobile NPUs EuroSys
    • 2026DynaStitch: Dynamic ViT Inference via Neural Stitching for Resource-Constrained Edge Devices EMSOFT
    • 2026Phoenix: Thermal-Aware On-device Inference of Multi-Instance DNNs for Mobile Video Applications ACM Transactions on Embedded Computing Systems
  2. YonseiAI 시스템

    박성훈MAIS Lab

    관련 논문 9편비중 75%연구 분야에 명시
    • 2026viNPU: Optimizing Vision Transformer Inference on Mobile NPUs EuroSys
    • 2026DynaStitch: Dynamic ViT Inference via Neural Stitching for Resource-Constrained Edge Devices EMSOFT
    • 20263DGS on Your Phone: Towards Fully Immersive Mobile Volumetric Video Streaming GetMobile: Mobile Computing and Communications
  3. SNUAI 시스템

    김형신AIoT Lab

    관련 논문 8편비중 26%연구 분야에 명시
    • 2026Non-contact On-device Detection of Obstructive Sleep Apnea from Infrared Video Nature Communications
    • 2026Resource-Adaptivity Beyond the Model: Sensor Control for Quantized On-Device Vision ICML
    • 2025DistillSleep: Real-Time, On-Device, Interpretable Sleep Staging from Single-Channel EEG SLEEP
  4. YonseiAI 시스템

    김상엽EASY Lab

    관련 논문 12편비중 23%
    • 2026NeuLPU: A 3.6 mW Spiking LLM Processing Unit for On-device Long-context Inference A-SSCC
    • 2025BROCA: A 52.4-559.2mW Mobile Social Agent System-on-Chip with Adaptive-Bit-Truncate Unit and Acoustic-Cluster Bit-Grouping ISSCC
    • 2025BROCA: A Low-power and Low-latency Conversational Agent RISC-V System-on-Chip for Voice-interactive Mobile Devices Hot Chips
  5. SNUAI 시스템

    이영기HCS Lab

    관련 논문 5편비중 16%연구 분야에 명시
    • 2025Combinational Point Sampling for Fast and Accurate On-Device LiDAR 3D Object Detection IEEE INFOCOM
    • 2025VoiceSeeker: Energy-Efficient and Accurate Audio-Visual Speaker Separation on Mobile Devices IEEE Pervasive Computing
    • 2024MIRROR: Towards Generalizable On-device Video Virtual Try-on for Mobile Shopping UbiComp
  6. SNUAI 시스템

    하순회IRIS/CAPLAB

    관련 논문 4편비중 25%연구 분야에 명시
    • 2025Empowering Edge Devices With Processing-In-Memory for On-Device Language Inference IEEE Embedded Systems Letters
    • 2024A Novel Throughput Enhancement Method for Deep Learning Applications on Mobile Devices With Heterogeneous Processors IEEE Access
    • 2023A novel hierarchical edge-based architecture for service oriented IoT Internet of Things
  7. POSTECH음성·오디오

    서영주AIoT Lab

    관련 논문 6편비중 18%
    • 2026WaTemp: Acoustic-Based Non-Contact Water Temperature Measurement System Using Smartphones ICASSP
    • 2026AcouLetter: Enabling Fine-Grained Mid-Air Alphabetic Thumb Gesture Recognition on Smartphones with Acoustic and Inertial Sensing IUI
    • 2024UbiGest: Smartphone-Based Ubiquitous Gesture Recognition With Wi-Fi IEEE IoT Journal
  8. Yonsei머신러닝

    한동준Edge AI Lab

    관련 논문 3편비중 7%연구 분야에 명시
    • 2026Bridging On-Device and Cloud LLMs for Collaborative Reasoning: A Unified Methodology for Local Routing and Post-Training ICML
    • 2024Federated Split Learning with Joint Personalization-Generalization for Inference-Stage Optimization in Wireless Edge Networks IEEE TMC
    • 2024FICDF: A Federated Incremental Learning Framework for IoT Device Fingerprinting IEEE WiOpt
  9. KAIST데이터 마이닝

    신기정Data Mining Lab

    관련 논문 5편비중 5%
    • 2025Edge Probability Graph Models Beyond Edge Independency: Concepts, Analyses, and Algorithms ICDM
    • 2025Simple yet Effective Node Property Prediction on Edge Streams under Distribution Shifts ICDE
    • 2024SLADE: Detecting Dynamic Anomalies in Edge Streams without Labels via Self-Supervised Learning KDD
  10. KU인간-AI 상호작용

    서승호HUI

    관련 논문 4편비중 7%
    • 2026Interpretable Multimodal Gesture Recognition for Drone and Mobile Robot Teleoperation via Log-Likelihood Ratio Fusion ICRA
    • 2024A Wearable Multi-Modal Edge-Computing System for Real-Time Kitchen Activity Recognition IJCAI
    • 2024MeciFace: Mechanomyography and Inertial Fusion-based Glasses for Edge Real-Time Recognition of Facial and Eating Activities UCAmI
  11. SNU컴퓨터 비전

    최종현MPR Lab

    관련 논문 3편비중 7%
    • 2026BINDER: Instantly Adaptive Mobile Manipulation with Open-Vocabulary Commands ICRA
    • 2026TRACE: Your Diffusion Model is Secretly an Instance Edge Detector ICLR
    • 2023Cost-effective On-device Continual Learning over Memory Hierarchy with Miro MobiCom
  12. KAISTAI 시스템

    김주영CAST Lab

    관련 논문 4편비중 6%
    • 2026Cassandra: Enabling Reasoning LLMs at Edge via Self-Speculative Decoding ISCA
    • 2024SP-PIM: A Super-Pipelined Processing-In-Memory Accelerator with Local Error Prediction for Area/Energy-Efficient On-Device Learning JSSC
    • 2024ACane: An Efficient FPGA-based Embedded Vision Platform with Accumulation-as-Convolution Packing for Autonomous Mobile Robots ASP-DAC
  13. SNU인간-AI 상호작용

    서진욱Human-Computer Interaction Lab

    관련 논문 3편비중 5%
    • 2026GhostUI: Unveiling Hidden Interactions in Mobile UI CHI
    • 2026HyPockeTuner: Bringing Hyperparameter Optimization to Mobile Devices CHI
    • 2023An Artificial Intelligence Exercise Coaching Mobile App: Development and Randomized Controlled Trial to Verify Its Effectiveness in Posture Correction Interactive Journal of Medical Research
  14. KAISTAI 시스템

    유민수VIA Research Group

    관련 논문 3편비중 11%
    • 2026Agent-X: Full Pipeline Acceleration of On-device AI Agents MobiSys
    • 2025Mamba-X: An End-to-End Vision Mamba Accelerator for Edge Computing Devices ICCAD
    • 2024GPU-based Private Information Retrieval for On-Device Machine Learning Inference ASPLOS
  15. POSTECHAI 시스템

    전명재OMNIA Lab

    관련 논문 1편비중 8%연구 분야에 명시
    • 2023Cost-effective On-device Continual Learning over Memory Hierarchy with Miro MobiCom
  16. SNUAI 시스템

    전동석MMS Lab

    연구 분야에 명시
  17. KU컴퓨터 비전

    최성준AI Imaging Lab

    연구 분야에 명시
  18. YonseiAI 시스템2026 업데이트 중

    이경우DCLab

    연구 분야에 명시
  19. SNUAI 시스템

    이재욱ARC Lab

    관련 논문 3편비중 9%
    • 2025FACIL: Flexible DRAM Address Mapping for SoC-PIM Cooperative On-device LLM Inference HPCA
    • 2025Transparent Smartphone Memory Expansion ACM SAC
    • 2023A Memory-Efficient Edge Inference Accelerator with XOR-based Model Compression DAC
  20. Yonsei머신러닝

    조성배SCLAB

    관련 논문 3편비중 4%
    • 2025Traffic prediction by graph transformer embedded with subgraphs Expert Systems with Applications
    • 2025An Efficient Method of Lifelong Learning with Differentiable Memory for Edge Computing HICSS
    • 2023A Subgraph Embedded GIN with Attention for Graph Classification IDEAL
  21. KAIST머신러닝

    이기민

    관련 논문 2편비중 4%
    • 2026MobileSafetyBench: Evaluating Safety of Autonomous Agents in Mobile Device Control AAAI
    • 2025Benchmarking Mobile Device Control Agents across Diverse Configurations CoLLAs
  22. KAIST컴퓨터 비전

    윤성의SGVR Lab

    관련 논문 2편비중 4%
    • 2026Uncertainty-Aware Non-Prehensile Manipulation with Mobile Manipulators under Object-Induced Occlusion ICRA
    • 2025Efficient Navigation Among Movable Obstacles using a Mobile Manipulator via Hierarchical Policy Learning IROS
  23. SNUAI 시스템

    김재준VLSI Lab

    관련 논문 3편비중 6%
    • 2025LLM-on-the-Palm: Mobile LLM Inference with PIM-Enhanced NAND Flash Memory ICCAD
    • 2024A 10T2C Capacitive SRAM-based Computing-In-Memory Macro with Array-Embedded DAC and Shift-and-Add Functions CICC
    • 2023Squeezing Large-Scaling Diffusion Models for Mobile ICML
  24. SNUAI for Science

    김덕진SatGeo Lab

    관련 논문 3편비중 5%
    • 2025On-device Target Velocity Estimation for High-Resolution SAR APISAT
    • 2024SAR-EdgeYOLO: Robust Bridge Detection in Low-Resolution SAR via Edge Enhancement IEEE Access
    • 2023Enhancing water-crossing bridge detection in low-resolution Sentinel-1 imagery with CycleGAN-enabled edge extraction AGU
  25. YonseiAI 시스템

    김영석HPCP Lab

    관련 논문 2편비중 7%
    • 2026RecoNN: A Resource Contention-Aware Runtime for Latency-Sensitive On-Device Inference ICCD
    • 2024Fully Harnessing the Performance Potential of DRAM-less Mobile Flash Storage MSST
  26. POSTECH그래픽스

    이승용, 조성현, 백승환CG Lab

    관련 논문 2편비중 3%
    • 2026Edge-Aware Image Manipulation via Diffusion Models with a Novel Structure-Preservation Loss WACV
    • 2024Deep Hybrid Camera Deblurring for Smartphone Cameras SIGGRAPH
  27. KAIST컴퓨터 비전

    오태현AMI Lab

    관련 논문 2편비중 2%
    • 2025Factorized Multi-Resolution HashGrid for Efficient Neural Radiance Fields: Execution on Edge-Devices IEEE RA-L
    • 2025Text-Embedded 3DGS as Enhanced Language Embeddings ICCV
  28. SNU머신러닝

    박건웅Data Science & Machine Learning Lab

    관련 논문 1편비중 14%
    • 2026Probabilistic Edge Modulation for High-Dimensional Causal Discovery UAI
  29. SNU컴퓨터 비전

    곽노준MIPAL Lab

    관련 논문 2편비중 2%
    • 2025Deep Edge Filter: Return of the Human-Crafted Layer in Deep Learning NeurIPS
    • 2023Dual-stage Super-resolution for edge devices IEEE Access
  30. SNUAI for Science

    손석우Weather and Climate Dynamics Lab

    관련 논문 2편비중 2%
    • 2025Influence of baroclinic eddies on the Hadley cell edge Journal of Climate
    • 2023Opposing shifts of the Hadley-cell edge and eddy-driven jet latitude in the Last Glacial Maximum: a parameter sweep study using a dynamical core GCM Journal of Climate
  31. SNUAI 시스템

    권태경MM Lab

    관련 논문 1편비중 5%
    • 2026Case Study: PQC migration for Android Strongbox Keymaster on Samsung Galaxy Mobile Devices IEEE Access
  32. KAIST머신러닝

    김기응AIPR Lab

    관련 논문 1편비중 4%
    • 2026Same Tasks, Different Apps: Why Mobile GUI Agents Fail to Generalize? EMNLP Findings
  33. SNUAI for Science

    김경수AIBL

    관련 논문 1편비중 3%
    • 2026TRACE: Your Diffusion Model is Secretly an Instance Edge Detector ICLR
  34. SNU머신러닝

    홍영준MLSC Lab

    관련 논문 1편비중 3%
    • 2026Error as Signal: Stiffness-Aware Diffusion Sampling via Embedded Runge-Kutta Guidance ICLR
  35. SNU컴퓨터 비전

    박재식Visual & Geometric Intelligence Lab

    관련 논문 1편비중 2%
    • 2026TRACE: Your Diffusion Model is Secretly an Instance Edge Detector ICLR
  36. SNU컴퓨터 비전

    이준석VIP Lab

    관련 논문 1편비중 2%
    • 2026A Scalable Inter-edge Correlation Modeling in CopulaGNN for Link Sign Prediction ICLR
  37. KAISTAI for Science

    최윤재

    관련 논문 1편비중 2%
    • 2026ECG-Agent: On-Device Tool-Calling Agent for ECG Multi-Turn Dialogue ICASSP
  38. Yonsei컴퓨터 비전

    김선주CIPLab

    관련 논문 1편비중 2%
    • 2026Freeze the Structure, Free the Color: Fourier-Domain Training for Unpaired Smartphone ISP CVPR
  39. SNU자연어처리·LLM

    유영재PI Lab

    관련 논문 1편비중 1%
    • 2026MicroVLA: Edge-Deployable Vision Language Action at 10M Parameters RSS
  40. SNU머신러닝

    윤성로AI Lab

    관련 논문 1편비중 1%
    • 2026MobileKGQA: On-Device KGQA System on Dynamic Mobile Environments ICLR
  41. KAIST컴퓨터 비전

    김현우MLV Lab

    관련 논문 1편비중 1%
    • 2026Error as Signal: Stiffness-Aware Diffusion Sampling via Embedded Runge-Kutta Guidance ICLR
  42. KAIST데이터 마이닝

    박찬영DSAIL

    관련 논문 1편비중 1%
    • 2026Physics-Embedded Graph Neural Operator for Interaction-Controlled Colloidal Aggregation Water Research
  43. KAIST머신러닝

    윤세영OSI Lab

    관련 논문 1편비중 1%
    • 2026Generative Visual Code Mobile World Models ICML
  44. KU자연어처리·LLM

    임희석NLP&AI Lab

    관련 논문 1편비중 1%
    • 2026Code Redteaming: Probing Ethical Sensitivity of LLMs Through Natural Language Embedded in Code
  45. SNU인간-AI 상호작용2026 업데이트 중

    이준환HCI+D Lab

    관련 논문 2편비중 7%
    • 2024Exploring Multi-faceted Motivations and Strategies Using Mobile Dating Applications: Case Study of Tinder Users in South Korea PACM HCI
    • 2023The Power of Close Others: How Social Interactions Impact Older Adults’ Mobile Shopping Experience DIS
  46. KAIST머신러닝

    정송

    관련 논문 1편비중 8%
    • 2025AoRA: AI-on-RAN Architecture for Backhaul-free Edge Inference SIGCOMM
  47. Yonsei인간-AI 상호작용

    이병주YESLAB

    관련 논문 1편비중 7%
    • 2025Hardware-Embedded Pointing Transfer Function Capable of Canceling OS Gains CHI
  48. KAISTAI 시스템

    한동수INA Lab

    관련 논문 1편비중 4%
    • 2025SpecEdge: Scalable Edge-Assisted Serving Framework for Interactive LLMs NeurIPS
  49. SNU데이터 마이닝

    강필성DSBA Lab

    관련 논문 1편비중 2%
    • 2025Normalizing flow-based latent space mapping for implicit pattern authentication on mobile devices Applied Soft Computing
  50. KAIST데이터 마이닝

    이재길Data Mining Lab

    관련 논문 1편비중 3%
    • 2025Leveraging Smartphone Human Interaction Routine Behavior Task Mining and Modeling for Daily Stress Monitoring IMWUT
  51. SNU데이터 마이닝

    강유Data Mining Lab

    관련 논문 1편비중 2%
    • 2025Accurate Link Prediction for Edge-Incomplete Graphs via PU Learning AAAI
  52. POSTECH머신러닝

    김동우, 옥정슬, 박상돈, 박은혁ML Lab

    관련 논문 1편비중 1%
    • 2025Influence Functions for Edge Edits in Non-Convex Graph Neural Networks NeurIPS
  53. Yonsei데이터 마이닝

    박상현DELAB

    관련 논문 1편비중 2%
    • 2025Advanced Knowledge Transfer: Refined Feature Distillation for Zero-Shot Quantization in Edge Computing ACM SAC
  54. KAISTAI 시스템2026 업데이트 중

    김세훈SEAL

    관련 논문 1편비중 7%
    • 2024TinyAgent: Function Calling at the Edge EMNLP
  55. SNUAI 시스템

    엄현상DCS Lab

    관련 논문 1편비중 4%
    • 2024EnC-IoT: An Efficient Encryption and Access Control Framework based on IPFS for Decentralized IoT CCGrid
  56. KUAI for Science

    서현석IMPEL Lab

    관련 논문 1편비중 4%
    • 2024RenseNet: A Deep Learning Network Incorporating Residual and Dense Blocks with Edge Conservative Module to Improve Small Lesion Classification Cancers
  57. SNU머신러닝

    김태섭LAAL Lab

    관련 논문 1편비중 3%
    • 2024Hollowed Net for On-Device Personalization of Text-to-Image Diffusion Models NeurIPS
  58. SNU인간-AI 상호작용

    서봉원Human Centered Computing Lab

    관련 논문 1편비중 2%
    • 2024SymphoNEI: Symphony of Node and Edge Inductive Representations on Large Heterophilic Graphs Lecture Notes in Computer Science
  59. SNUAI 시스템

    안정호SCALable Computer Architecture Lab

    관련 논문 1편비중 2%
    • 2024Hechi: A Hybrid Approach for Efficient Memory Reclamation Techniques in Mobile Systems IEEE Embedded Systems Letters
  60. SNU컴퓨터 비전

    조남익ISPL

    관련 논문 1편비중 2%
    • 2024Fast On-Device Learning Framework for Single-Image Super-Resolution IEEE Access
  61. KAIST머신러닝

    성영철SISReL

    관련 논문 1편비중 3%
    • 2024Real-time dynamic pricing for edge computing services: A market perspective IEEE Access
  62. POSTECHAI for Science

    김원화, 류일우MIP Lab

    관련 논문 1편비중 1%
    • 2024Brain Connectome Analysis for Alzheimer’s Disease using Hodge Laplacian-based Edge Convolution OHBM
  63. KU컴퓨터 비전

    김상필Computer Vision Lab

    관련 논문 1편비중 2%
    • 2024Edge-Aware 3D Instance Segmentation Network with Intelligent Semantic Prior CVPR
  64. KU머신러닝

    이성환PRML Lab

    관련 논문 1편비중 1%
    • 2024Edge Conditional Node Update Graph Neural Network for Multi-variate Time Series Anomaly Detection Information Sciences
  65. SNUAI 시스템

    이창건RUBIS Lab

    관련 논문 1편비중 6%
    • 2023System optimization of ROS-based open source autonomous driving platform on embedded board environment ICACS
  66. KAIST머신러닝

    문재균

    관련 논문 1편비중 5%
    • 2023Federated Split Learning with Joint Personalization-Generalization for Inference-Stage Optimization in Wireless Edge Networks IEEE TMC
  67. SNU로보틱스

    김아영RPM Lab

    관련 논문 1편비중 3%
    • 2023Edge-guided Multi-domain RGB-to-TIR image Translation for Training Vision Tasks with Challenging Labels ICRA
  68. SNU데이터 마이닝

    유재민Data AI Lab

    관련 논문 1편비중 4%
    • 2023Classification of Edge-dependent Labels of Nodes in Hypergraphs KDD
  69. SNU머신러닝

    장병탁BI Lab

    관련 논문 1편비중 1%
    • 2023Visual Perception-Based Assistive Mobile Robot System for Manipulation Tasks ICRA
  70. SNU컴퓨터 비전

    전세영ICL

    관련 논문 1편비중 1%
    • 2023Fully Quantized Always-on Face Detector Considering Mobile Image Sensors ICCV
  71. SNU로보틱스

    조규진Biorobotics Lab

    관련 논문 1편비중 3%
    • 2023Multiparameter Remote Contact Force Sensor With Embedded Bend Sensing for Tendon-Driven Hand Robots IEEE/ASME Transactions on Mechatronics
  72. SNU로보틱스

    최준원ADR Lab

    관련 논문 1편비중 3%
    • 2023Deep Q-Network Based Beam Tracking for Mobile Millimeter-Wave Communications IEEE Transactions on Wireless Communications
  73. KAIST머신러닝

    박진규System Intelligence Lab

    관련 논문 1편비중 2%
    • 2023A recommending system for mobile games using the dynamic nonparametric model Journal of Business Research
  74. KAIST머신러닝

    윤철희OptiML Lab

    관련 논문 1편비중 2%
    • 2023Trajectory Alignment: Understanding the Edge of Stability Phenomenon via Bifurcation Theory NeurIPS
  75. Yonsei데이터 마이닝

    김하영MLCF Lab

    관련 논문 1편비중 4%
    • 2023CSLT-AK: Convolutional-embedded Transformer with an Action Tokenizer and Keypoint Emphasizer for Sign Language Translation Pattern Recognition Letters
  76. Yonsei머신러닝

    노승문AI-ISL

    관련 논문 1편비중 3%
    • 2023Fully Quantized Always-on Face Detector Considering Mobile Image Sensors ICCV
  77. KAIST머신러닝

    신진우ALIN Lab

    관련 논문 1편비중 1%
    • 2023DAPPER: Label-Free Performance Estimation after Personalization for Heterogeneous Mobile Sensing IMWUT
  78. KAIST컴퓨터 비전

    윤국진VI Lab

    관련 논문 1편비중 1%
    • 2023Deep Learning-based Gas Identification by Time-variant Illumination of a Single Micro LED-embedded Gas Sensor Light: Science & Applications
  79. KAIST머신러닝

    황성주MLAI Lab

    관련 논문 1편비중 1%
    • 2023DAPPER: Label-Free Performance Estimation after Personalization for Heterogeneous Mobile Sensing IMWUT