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Semantic Segmentation on Waymo Open Dataset

59mIoUFully Supervised
36.95242.67648.454.124Mar 6, 2026

Evaluation results

MethodLinks
Fully SupervisedBackbone=Segformer-B4, 3D Supervision=–2026.0359—
Ours (Recon)Backbone=Segformer-B4, 3D Supervision=Recon.2026.0353.390.3
Ours (Real 3D)Backbone=Segformer-B4, 3D Supervision=LiDAR/Depth2026.0351.887.8
EMABackbone=Segformer-B4, 3D Supervision=–2026.0349.483.7
TELBackbone=DeepLabV3+, 3D Supervision=–2026.0342.471.9
SASFormerBackbone=Segformer-B4, 3D Supervision=–2026.0337.864.1