Semantic Segmentation using Vision Transformers: A survey

no code implementations • 5 May 2023 • Hans Thisanke, Chamli Deshan, Kavindu Chamith, Sachith Seneviratne, Rajith Vidanaarachchi, Damayanthi Herath

Semantic segmentation has a broad range of applications in a variety of domains including land coverage analysis, autonomous driving, and medical image analysis.

Autonomous Driving Benchmarking +6

Urban feature analysis from aerial remote sensing imagery using self-supervised and semi-supervised computer vision

no code implementations • 17 Aug 2022 • Sachith Seneviratne, Jasper S. Wijnands, Kerry Nice, Haifeng Zhao, Branislava Godic, Suzanne Mavoa, Rajith Vidanaarachchi, Mark Stevenson, Leandro Garcia, Ruth F. Hunter, Jason Thompson

Analysis of overhead imagery using computer vision is a problem that has received considerable attention in academic literature.

Representation Learning

DALLE-URBAN: Capturing the urban design expertise of large text to image transformers

1 code implementation • 3 Aug 2022 • Sachith Seneviratne, Damith Senanayake, Sanka Rasnayaka, Rajith Vidanaarachchi, Jason Thompson

However, a detailed analysis capturing the capabilities of such models, specifically with a focus on the built environment, has not been performed to date.