OpenCodePapers

semantic-segmentation-on-kitti-360

Semantic Segmentation
Dataset Link
Results over time
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Leaderboard
PaperCodemIoUModelNameReleaseDate
Depth Matters: Exploring Deep Interactions of RGB-D for Semantic Segmentation in Traffic Scenes68.74DiPFormer2024-09-12
Delivering Arbitrary-Modal Semantic Segmentation✓ Link67.84CMNeXt (RGB-D-E-LiDAR)2023-03-02
HSPFormer: Hierarchical Spatial Perception Transformer for Semantic Segmentation✓ Link67.32HSPFormer-DBS(RGB-Depth)2025-01-16
HSPFormer: Hierarchical Spatial Perception Transformer for Semantic Segmentation✓ Link66.82HSPFormer-UFS(RGB)2025-01-16
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers✓ Link64.43CMX (RGB-Depth)2022-03-09
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers✓ Link64.31CMX (RGB-LiDAR)2022-03-09
ACNet: Attention Based Network to Exploit Complementary Features for RGBD Semantic Segmentation✓ Link61.57ACNet (ResNet50)2019-05-24
Multimodal Token Fusion for Vision Transformers✓ Link57.44TokenFusion (RGB-Depth)2022-04-19
ISSAFE: Improving Semantic Segmentation in Accidents by Fusing Event-based Data✓ Link56.64ISSAFE (ResNet50)2020-08-20
Multi-Modal Fusion Transformer for End-to-End Autonomous Driving✓ Link56.57TransFuser (RGB-LiDAR)2021-04-19
Multimodal Token Fusion for Vision Transformers✓ Link54.55TokenFusion (RGB-LiDAR)2022-04-19
EPMF: Efficient Perception-aware Multi-sensor Fusion for 3D Semantic Segmentation✓ Link54.48PMF (RGB-LiDAR)2021-06-21
ISSAFE: Improving Semantic Segmentation in Accidents by Fusing Event-based Data✓ Link53.95ISSAFE (ResNet18)2020-08-20
HRFuser: A Multi-resolution Sensor Fusion Architecture for 2D Object Detection✓ Link52.61HRFuser (RGB-D-LiDAR)2022-06-30
HRFuser: A Multi-resolution Sensor Fusion Architecture for 2D Object Detection✓ Link49.32HRFuser (RGB-Depth)2022-06-30
HRFuser: A Multi-resolution Sensor Fusion Architecture for 2D Object Detection✓ Link48.74HRFuser (RGB-LiDAR)2022-06-30
Glass Segmentation Using Intensity and Spectral Polarization Cues48.51PGSNet (RGB-D-LiDAR)2022-01-01