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
1PointBeV (EfficientNet-b4)IoU vehicle - 224x480 - Long45.4Unverified
2PointBeV (ResNet-50)IoU vehicle - 224x480 - Long44.5Unverified
3Simple-BEV (EfficientNet-b4)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