Kitti Uri Hot Extra — Quality
Kitti Uri: Redefining Lifestyle and Entertainment for the Digital Age
Lifestyle Content: Practical Elegance
Long-wave infrared polarimetric cluster-based vehicle detection
- Image Representation: The KITTI dataset provides a rich set of image representations, including RGB, grayscale, and semantic segmentation masks.
- Annotation Quality: The dataset features high-quality annotations, including object bounding boxes, class labels, and tracking information.
- URI Framework: The URI framework provides a unified representation of images and annotations, enabling researchers to develop more efficient and effective algorithms.
KITTI-URI: A Unified RGB-Thermal Benchmark for Detecting Hot Objects in Autonomous Driving
Key finding:
Thermal-only outperforms RGB at night (+32.6 mAP). TempFusion gains another +6.7 mAP at night via hotness-guided attention. kitti uri hot
3.3 Statistics