ML Research Wiki / Benchmarks / Semantic Segmentation / MCubeS

MCubeS

Semantic Segmentation Benchmark

Performance Over Time

📊 Showing 21 results | 📏 Metric: mIoU

Top Performing Models

Rank Model Paper mIoU Date Code
1 StitchFusion (RGB-A-D-N) StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation 53.92 2024-08-02 📦 libingyu01/stitchfusion-stitchfusion-weaving-any-visual-modalities-to-enhance-multimodal-semantic-segmentation
2 StitchFusion (RGB-A-D) StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation 53.26 2024-08-02 📦 libingyu01/stitchfusion-stitchfusion-weaving-any-visual-modalities-to-enhance-multimodal-semantic-segmentation
3 StitchFusion (RGB-N) StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation 53.21 2024-08-02 📦 libingyu01/stitchfusion-stitchfusion-weaving-any-visual-modalities-to-enhance-multimodal-semantic-segmentation
4 MemorySAM-B+(RGB-A-D-N) MemorySAM: Memorize Modalities and Semantics with Segment Anything Model 2 for Multi-modal Semantic Segmentation 52.88 2025-03-09 📦 Chenfei-Liao/MemorySAM
5 StitchFusion (RGB-D) StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation 52.72 2024-08-02 📦 libingyu01/stitchfusion-stitchfusion-weaving-any-visual-modalities-to-enhance-multimodal-semantic-segmentation
6 StitchFusion (RGB-A) StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation 52.68 2024-08-02 📦 libingyu01/stitchfusion-stitchfusion-weaving-any-visual-modalities-to-enhance-multimodal-semantic-segmentation
7 MemorySAM-B+(RGB-A-D) MemorySAM: Memorize Modalities and Semantics with Segment Anything Model 2 for Multi-modal Semantic Segmentation 52.20 2025-03-09 📦 Chenfei-Liao/MemorySAM
8 MemorySAM-B+(RGB-A) MemorySAM: Memorize Modalities and Semantics with Segment Anything Model 2 for Multi-modal Semantic Segmentation 51.20 2025-03-09 📦 Chenfei-Liao/MemorySAM
9 ShareCMP(B2 RGB-D) ShareCMP: Polarization-Aware RGB-P Semantic Segmentation 50.55 2023-12-06 📦 lefteyex/sharecmp
10 ShareCMP(B2 RGB-A) ShareCMP: Polarization-Aware RGB-P Semantic Segmentation 50.34 2023-12-06 📦 lefteyex/sharecmp

All Papers (21)

Dynamic Region-Aware Convolution

2020
DRConv (RGB-A-D-N)