SimBEV

Dataset Information
Modalities
Images, Point cloud, LiDAR
Languages
English
Introduced
2025
License
Homepage

Overview

The SimBEV dataset is a collection of 320 scenes spread across all 11 CARLA maps and contains data from a variety of sensors, including five camera types (RGB, semantic segmentation, instance segmentation, depth, and optical flow), lidar, semantic lidar, radar, GNSS, and IMU, along with 3D object bounding boxes and accurate bird's-eye view (BEV) ground truth. With each scene lasting 16 seconds at a frame rate of 20 Hz, the SimBEV dataset contains 102,400 annotated frames, over 8 million 3D object bounding boxes, and more than 2.5 billion BEV ground truth labels.

Variants: SimBEV

Associated Benchmarks

This dataset is used in 3 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
3D Object Detection UniTR+LSS SimBEV: A Synthetic Multi-Task Multi-Sensor … 2025-02-04
3D Object Detection UniTR SimBEV: A Synthetic Multi-Task Multi-Sensor … 2025-02-04
3D Object Detection BEVFusion SimBEV: A Synthetic Multi-Task Multi-Sensor … 2025-02-04
3D Object Detection BEVFusion-L SimBEV: A Synthetic Multi-Task Multi-Sensor … 2025-02-04
3D Object Detection BEVFusion-C SimBEV: A Synthetic Multi-Task Multi-Sensor … 2025-02-04
Bird's-Eye View Semantic Segmentation BEVFusion SimBEV: A Synthetic Multi-Task Multi-Sensor … 2025-02-04
Bird's-Eye View Semantic Segmentation UniTR SimBEV: A Synthetic Multi-Task Multi-Sensor … 2025-02-04
Bird's-Eye View Semantic Segmentation BEVFusion-L SimBEV: A Synthetic Multi-Task Multi-Sensor … 2025-02-04
Bird's-Eye View Semantic Segmentation UniTR+LSS SimBEV: A Synthetic Multi-Task Multi-Sensor … 2025-02-04
Bird's-Eye View Semantic Segmentation BEVFusion-C SimBEV: A Synthetic Multi-Task Multi-Sensor … 2025-02-04
BEV Segmentation BEVFusion SimBEV: A Synthetic Multi-Task Multi-Sensor … 2025-02-04
BEV Segmentation UniTR SimBEV: A Synthetic Multi-Task Multi-Sensor … 2025-02-04
BEV Segmentation BEVFusion-L SimBEV: A Synthetic Multi-Task Multi-Sensor … 2025-02-04
BEV Segmentation UniTR+LSS SimBEV: A Synthetic Multi-Task Multi-Sensor … 2025-02-04
BEV Segmentation BEVFusion-C SimBEV: A Synthetic Multi-Task Multi-Sensor … 2025-02-04

Research Papers

Recent papers with results on this dataset: