Publications & Talks

Research Papers of NNStreamer

Toward Among-Device AI from On-Device AI with Stream Pipelines (to appear in ICSE 2022 SEIP), MyungJoo Ham, Sangjung Woo, Jaeyun Jung, Wook Song, Gichan Jung, Yongjoo Ahn, Hyoung Joo Ahn
NNStreamer: Efficient and Agile Development of On-Device AI Systems (ICSE 2021 SEIP), MyungJoo Ham; Jijoong Moon; Geunsik Lim; Jaeyun Jung; Hyoungjoo Ahn; Wook Song; Sangjung Woo; Parichay Kapoor; Dongju Chae; Gichan Jang; Yongjoo Ahn; Jihoon Lee
Performance Analysis of Neural Network Pipelining for Multimodal On-Device AI Applications (KIISE 2019), Jijoong Moon, MyungJoon Ham, Geunsik Lim

(TAOS-CI) LightSys: Lightweight and Efficient CI System for Improving Integration Speed of Software (ICSE 2021 SEIP), Geunsik Lim, MyungJoo Ham, Jijoong Moon, Wook Song
(TAOS-CI) VTS: Virtual Testbed System for Cloud-based On-Device AI Application (KIISE Transactions on Computing Practices, 2020), Geunsik Lim, MyungJoo Ham, Jaeyun Jung
(TAOS-CI) Cloud-based TestBed for On-Device AI Application (KIISE 2019), Geunsik Lim, MyungJoo Ham, Jaeyun Jung
(TAOS-CI) TAOS-CI: Lightweight & Modular Continuous Integration System for Edge Computing (ICCE 2019), Geunsik Lim, MyungJoo Ham, Ji Joong Moon, Wook Song, Sangjung Woo, Sewon Oh

(NNTrainer) A New Frontier of AI: On-Device AI Training and Personalization (ICSE 2024 SEIP), Jijoong Moon, Hyun Suk Lee, Jiho Chu, Donghak Park, Seungbaek Hong, Hyungjun Seo, Donghyeon Jeong, Sungsik Kong, MyungJoo Ham

NNStreamer: Stream Processing Paradigm for Neural Networks, Toward Efficient Development and Execution of On-Device AI Applications (arXiv:1901.04985), MyungJoo Ham, Ji Joong Moon, Geunsik Lim, Wook Song, Jaeyun Jung, Hyoungjoo Ahn, Sangjung Woo, Youngchul Cho, Jinhyuck Park, Sewon Oh, Hong-Seok Kim