2017 · 12 citations · 15 references
ComputingAutonomous SystemsAutonomous VehiclesComputer VisionSensor FusionHyperspectral ImagingRemote Sensing Image AnalysisRemote Sensing ImageryScene UnderstandingVehicle PerceptionHyperspectral AnalysisHyperspectral Data ProcessingHyperspectral Image ProcessingHyperspectral Image SensorsHyperspectral Imagery AnalysisHyperspectral SensorsLabels
We present datasets containing urban traffic and rural road scenes recorded using hyperspectral snap-shot sensors mounted on a moving car. The novel hyperspectral cameras used can capture whole spectral cubes at up to 15 Hz. This emerging new sensor modality enables hyperspectral scene analysis for autonomous driving tasks. Up to the best of the author's knowledge no such dataset has been published so far. The datasets contain synchronized 3-D laser, spectrometer and hyperspectral data. Dense ground truth annotations are provided as semantic labels, material and traversability. The hyperspectral data ranges from visible to near infrared wavelengths. We explain our recoding platform and method, the associated data format along with a code library for easy data consumption. The datasets are publicly available for download.
15
Are we ready for autonomous driving? The KITTI vision benchmark suite
Andreas Geiger, P Lenz, R. Urtasun · 2012 · 14.4K citations
Statistics of real-world hyperspectral images
Ayan Chakrabarti, Todd Zickler · 2011 · 612 citations
Frequency of metamerism in natural scenes
David Foster, Kinjiro Amano, Sérgio Nascimento et al. · Journal of the Optical Society of America A · 2006 · 325 citations · Full text
Medicine, Psychology, Vision Science +14