SolarFormer: Multi-scale Transformer for Solar PV Profiling

no code implementations • 30 Oct 2023 • Adrian de Luis, Minh Tran, Taisei Hanyu, Anh Tran, Liao Haitao, Roy McCann, Alan Mantooth, Ying Huang, Ngan Le

Accurate mapping of PV installations is crucial for understanding their adoption and informing energy policy.

Open-Fusion: Real-time Open-Vocabulary 3D Mapping and Queryable Scene Representation

1 code implementation • 5 Oct 2023 • Kashu Yamazaki, Taisei Hanyu, Khoa Vo, Thang Pham, Minh Tran, Gianfranco Doretto, Anh Nguyen, Ngan Le

Open-Fusion harnesses the power of a pre-trained vision-language foundation model (VLFM) for open-set semantic comprehension and employs the Truncated Signed Distance Function (TSDF) for swift 3D scene reconstruction.

3D Scene Reconstruction

AerialFormer: Multi-resolution Transformer for Aerial Image Segmentation

1 code implementation • 12 Jun 2023 • Kashu Yamazaki, Taisei Hanyu, Minh Tran, Adrian de Luis, Roy McCann, Haitao Liao, Chase Rainwater, Meredith Adkins, Jackson Cothren, Ngan Le

Aerial Image Segmentation is a top-down perspective semantic segmentation and has several challenging characteristics such as strong imbalance in the foreground-background distribution, complex background, intra-class heterogeneity, inter-class homogeneity, and tiny objects.

Image Segmentation Segmentation +1