CASWiT is a context-aware Transformer for ultra-high resolution aerial image segmentation. CASWiT achieves SOTA performances on FLAIR-HUB and URUR.
AI & ML interests
None defined yet.
Recent Activity
Organization Card
HEIG-VD Geomatic
We share datasets, models, and demos developed at HEIG-VD in the field of geomatics and AI for spatial data, with a strong focus on high-resolution imagery, LiDAR, photogrammetry, and multimodal learning.
Our goal is to promote reproducible research, open benchmarks, and practical baselines for real-world geospatial applications.
Research Topics
- Semantic segmentation (2D / 3D)
- Multimodal fusion (image–LiDAR)
- Photogrammetry and georeferencing
- Large-scale and ultra-high-resolution imagery
- Geospatial AI for infrastructure mapping
- Benchmarking and reproducible baselines
Contact
For collaborations, research questions, or dataset usage:
Adrien Gressin
Professor of Photogrammetry & Data Science — HEIG-VDAntoine Carreaud
PhD candidate — HEIG-VD & EPFL (ESO Lab)Shanci Li
Scientific Collaborator (AI) — HEIG-VD
models 12
heig-vd-geo/CASWiT
Image Segmentation • Updated • 6
heig-vd-geo/DeepChoice
Updated • 2
heig-vd-geo/13-CASWiT-Hybrid-LandsatV2
Updated
heig-vd-geo/NTIRE2026-infraredSR-team13
Updated
heig-vd-geo/ISDNet-pytorch
Image Segmentation • Updated
heig-vd-geo/Glacial-Lakes
Updated • 1
heig-vd-geo/SPT_GridNet-HD_baseline
Other • Updated • 3
heig-vd-geo/ImageVote_GridNet-HD_baseline
Image Segmentation • Updated • 3 • 5
heig-vd-geo/LateFusionMLP_GridNet-HD_baseline
Other • Updated • 7 • 6
heig-vd-geo/PTv3_GridNet-HD_baseline
Updated • 1
datasets 10
heig-vd-geo/13-CASWiT-Hybrid-LandsatV2-results
Viewer • Updated • 223 • 16
heig-vd-geo/3DSES
Updated • 118
heig-vd-geo/ImagesAndPointCloudsCulturalHeritageDataset
Viewer • Updated • 600 • 98
heig-vd-geo/GridNet-HD
Viewer • Updated • 800 • 2.92k • 15
heig-vd-geo/piscine-results
Viewer • Updated • 1 • 17
heig-vd-geo/projet-piscine
Updated • 63
heig-vd-geo/URUR
Preview • Updated • 12
heig-vd-geo/FLAIR1_mmseg
Updated • 194 • 1
heig-vd-geo/M3DRS
Updated • 42 • 6
heig-vd-geo/STDL-soils
Viewer • Updated • 7.11k • 33 • 1