📌 Short Bio (CV)
Jian Song is currently a Ph.D student at Machine Learning and Statistical Data Analysis Lab, The University of Tokyo, advised by Prof. Naoto Yokoya. He is also a research Part-timer of the Geoinformatics Team at the RIKEN AIP.
His research centers on creating and utilizing high-fidelity synthetic 3D environments to address real-world remote sensing challenges. By combining advanced scene generation and transfer learning techniques, he aims to unlock scalable global 3D understanding for applications in urban planning, environmental monitoring, and beyond.
He is a big fan of Dota2 and Mahjong.
🔥 News
- 2024.11: 🎉🎉 ChangeMamba has been selected as ESI Hot Paper!
- 2024.11: 🎉🎉 Our paper in generalized few-shot semantic segmentation has been accepted by IEEE GRSL (link)!
- 2024.10: 🎉🎉 One paper in 3D semantic understanding using monocular EO data has been accepted by NeurIPS 2024 Spotlight (link)!
- 2024.06: 🎉🎉 One co-authored paper has been accepted by IEEE TGRS (link)!
📜 Publications
Jian Song, Hongruixuan Chen, Weihao Xuan, Junshi Xia, Naoto Yokoya
In Proc. 38th Annual Conference on Neural Information Processing Systems (Datasets and Benchmarks Track), 2024. Spotlight Paper [top 3.08%]
ChangeMamba: Remote Sensing Change Detection with Spatio-Temporal State Space Model
Hongruixuan Chen*, Jian Song*, Chengxi Han, Junshi Xia, Naoto Yokoya
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2024. ESI Hot Paper / ESI Highly Cited Paper
SyntheWorld: A Large-Scale Synthetic Dataset for Land Cover Mapping and Building Change Detection
Jian Song, Hongruixuan Chen, Naoto Yokoya
In Proc. IEEE/CVF Winter Conference on Applications of Computer Vision, 2024.
Hongruixuan Chen, Jian Song, Chen Wu, Bo Du, Naoto Yokoya
ISPRS Journal of Photogrammetry and Remote Sensing, 2023.
-
Generalized Few-Shot Semantic Segmentation in Remote Sensing: Challenge and Benchmark, C. Broni-Bediako, J. Xia, J. Song, H. Chen, M. Siam, N. Yokoya, IEEE GRSL 2024
-
ObjFormer: Learning Land-Cover Changes From Paired OSM Data and Optical High-Resolution Imagery via Object-Guided Transformer, H. Chen, C. Lan, J. Song, C. Broni-Bediako, J. Xia, N. Yokoya, IEEE TGRS 2024
-
Deep Learning for Multi-Label Classification of Coral Conditions in the Indo-Pacific via Underwater Photogrammetry, X. Shao, H. Chen, K. Magson, J. Wang, J. Song, J. Chen, J. Sasaki, Aquatic Conservation 2024
-
OpenEarthMap Benchmark Suite and Its Applications, N. Yokoya, J. Xia, C. Broni-Bediako, J. Song, H. Chen, IGARSS 2024 (Oral Presentation)
-
Change Detection Between Optical Remote Sensing Imagery and Map Data via Segment Anything Model (SAM), H. Chen, J. Song, N. Yokoya, IGARSS 2024 (Oral Presentation)
-
Disaster Detection from SAR Images with Different Off-Nadir Angles Using Unsupervised Image Translation, J. Song, B. Adriano, N. Yokoya, CDCEO Workshop at IJCAI 2022
🎖 Honors and Awards
- Dec. 2023 AY2024 AI Center Fusion Research Promotion Fund (1,600,000 JPY)
- Jul. 2024 SPRING GX Self-directed and Integrated Project Research (250,000 JPY)
- Apr. 2024 SPRING GX Fellowship (180,000 JPY per month)
- Dec. 2023 AY2023 AI Center Fusion Research Promotion Fund (2,000,000 JPY)
- Mar. 2023 AY2023 GSFS Challenging New Area Doctoral Research Grant (GSFS Challenge Fund) (600,000 JPY)
- Feb. 2020 AY2020 JEES–SoftBank AI Scholarship (1,000,000 JPY)
- Sep. 2019 Kitakyushu Science and Research Park Scholarship (300,000 JPY)
🛠 Academic Services
- Reviewer: IEEE Transactions on Geoscience and Remote Sensing (TGRS)
- Reviewer: ISPRS Journal of Photogrammetry and Remote Sensing
- Reviewer: IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
- Reviewer: IEEE Access
- Co-organizer: OpenEarthMap Land Cover Mapping Few-Shot Challenge at L3D-IVU CVPR 2024 Workshop [Link]
© Jian Song | Last updated: Dec 8, 2024