SOTAVerified

Bird's-Eye View Semantic Segmentation

Papers

Showing 110 of 26 papers

TitleStatusHype
SimBEV: A Synthetic Multi-Task Multi-Sensor Driving Data Generation Tool and DatasetCode1
Epipolar Attention Field Transformers for Bird's Eye View Semantic Segmentation0
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
Improving Bird's Eye View Semantic Segmentation by Task DecompositionCode0
Residual Graph Convolutional Network for Bird's-Eye-View Semantic Segmentation0
PointBeV: A Sparse Approach to BeV PredictionsCode0
Semi-Supervised Learning for Visual Bird's Eye View Semantic SegmentationCode1
A Cross-Scale Hierarchical Transformer with Correspondence-Augmented Attention for inferring 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