SOTAVerified

Bird's-Eye View Semantic Segmentation

Papers

Showing 125 of 26 papers

TitleStatusHype
BEVFormer: Learning Bird's-Eye-View Representation from Multi-Camera Images via Spatiotemporal TransformersCode4
PETRv2: A Unified Framework for 3D Perception from Multi-Camera ImagesCode3
MatrixVT: Efficient Multi-Camera to BEV Transformation for 3D PerceptionCode2
Model-Based Imitation Learning for Urban DrivingCode2
ST-P3: End-to-end Vision-based Autonomous Driving via Spatial-Temporal Feature LearningCode2
CoBEVT: Cooperative Bird's Eye View Semantic Segmentation with Sparse TransformersCode2
Lift, Splat, Shoot: Encoding Images From Arbitrary Camera Rigs by Implicitly Unprojecting to 3DCode2
LaRa: Latents and Rays for Multi-Camera Bird's-Eye-View Semantic SegmentationCode1
SimBEV: A Synthetic Multi-Task Multi-Sensor Driving Data Generation Tool and DatasetCode1
LandCover.ai: Dataset for Automatic Mapping of Buildings, Woodlands, Water and Roads from Aerial ImageryCode1
Semi-Supervised Learning for Visual Bird's Eye View Semantic SegmentationCode1
Cross-view Transformers for real-time Map-view Semantic SegmentationCode1
FIERY: Future Instance Prediction in Bird's-Eye View from Surround Monocular CamerasCode1
Progressive Query Refinement Framework for Bird's-Eye-View Semantic Segmentation from Surrounding ImagesCode0
Uncertainty Quantification for Bird's Eye View Semantic Segmentation: Methods and Benchmarks0
Simple-BEV: What Really Matters for Multi-Sensor BEV Perception?0
BAEFormer: Bi-Directional and Early Interaction Transformers for Bird's Eye View Semantic Segmentation0
BEV-Seg: Bird's Eye View Semantic Segmentation Using Geometry and Semantic Point Cloud0
BEVSegFormer: Bird's Eye View Semantic Segmentation From Arbitrary Camera Rigs0
Epipolar Attention Field Transformers for Bird's Eye View Semantic Segmentation0
Improving Bird's Eye View Semantic Segmentation by Task Decomposition0
Monocular Semantic Occupancy Grid Mapping with Convolutional Variational Encoder-Decoder Networks0
PointBeV: A Sparse Approach to BeV Predictions0
Residual Graph Convolutional Network for Bird's-Eye-View Semantic Segmentation0
TBP-Former: Learning Temporal Bird's-Eye-View Pyramid for Joint Perception and Prediction in Vision-Centric Autonomous Driving0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MatrixVTIoU lane - 224x480 - 100x100 at 0.544.8Unverified
2PETRv2IoU lane - 224x480 - 100x100 at 0.544.8Unverified
3PointBeVIoU veh - 224x480 - Vis filter. - 100x100 at 0.544.7Unverified
4PointBeV (static)IoU veh - 224x480 - Vis filter. - 100x100 at 0.544Unverified
5Simple-BEVIoU veh - 224x480 - Vis filter. - 100x100 at 0.543Unverified
6BEVFormerIoU veh - 224x480 - Vis filter. - 100x100 at 0.542Unverified
7FIERY (static)IoU veh - 224x480 - Vis filter. - 100x100 at 0.539.8Unverified
8BAEFormerIoU veh - 224x480 - Vis filter. - 100x100 at 0.538.9Unverified
9LaRaIoU veh - 224x480 - Vis filter. - 100x100 at 0.538.9Unverified
10FIERYIoU veh - 224x480 - No vis filter - 100x100 at 0.538.2Unverified
#ModelMetricClaimedVerifiedStatus
1PointBeV (EfficientNet-b4)IoU vehicle - 224x480 - Long45.4Unverified
2Simple-BEV (EfficientNet-b4)IoU vehicle - 224x480 - Long44.5Unverified
3PointBeV (ResNet-50)IoU vehicle - 224x480 - Long44.5Unverified
4BEVFormer (EfficientNet-b4)IoU vehicle - 224x480 - Long44.5Unverified
5Simple-BEV (ResNet-50)IoU vehicle - 224x480 - Long43.6Unverified
6BEVFormer(ResNet-50)IoU vehicle - 224x480 - Long43.2Unverified
7FIERYIoU vehicle - 224x480 - Long36.7Unverified
#ModelMetricClaimedVerifiedStatus
1BEVFusionmIoU0.5Unverified
2UniTRmIoU0.5Unverified
3BEVFusion-LmIoU0.48Unverified
4UniTR+LSSmIoU0.48Unverified
5BEVFusion-CmIoU0.15Unverified