| StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation | ✓ Link | 53.92 | StitchFusion (RGB-A-D-N) | 2024-08-02 |
| StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation | ✓ Link | 53.26 | StitchFusion (RGB-A-D) | 2024-08-02 |
| StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation | ✓ Link | 53.21 | StitchFusion (RGB-N) | 2024-08-02 |
| MMSFormer: Multimodal Transformer for Material and Semantic Segmentation | ✓ Link | 53.11% | MMSFormer (RGB-A-D-N) | 2023-09-07 |
| MemorySAM: Memorize Modalities and Semantics with Segment Anything Model 2 for Multi-modal Semantic Segmentation | ✓ Link | 52.88 | MemorySAM-B+(RGB-A-D-N) | 2025-03-09 |
| StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation | ✓ Link | 52.72 | StitchFusion (RGB-D) | 2024-08-02 |
| StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic Segmentation | ✓ Link | 52.68 | StitchFusion (RGB-A) | 2024-08-02 |
| MemorySAM: Memorize Modalities and Semantics with Segment Anything Model 2 for Multi-modal Semantic Segmentation | ✓ Link | 52.20 | MemorySAM-B+(RGB-A-D) | 2025-03-09 |
| MMSFormer: Multimodal Transformer for Material and Semantic Segmentation | ✓ Link | 52.05% | MMSFormer (RGB-A-D) | 2023-09-07 |
| Delivering Arbitrary-Modal Semantic Segmentation | ✓ Link | 51.54% | CMNeXt (B2 RGB-A-D-N) | 2023-03-02 |
| MMSFormer: Multimodal Transformer for Material and Semantic Segmentation | ✓ Link | 51.30% | MMSFormer (RGB-A) | 2023-09-07 |
| MemorySAM: Memorize Modalities and Semantics with Segment Anything Model 2 for Multi-modal Semantic Segmentation | ✓ Link | 51.20 | MemorySAM-B+(RGB-A) | 2025-03-09 |
| ShareCMP: Polarization-Aware RGB-P Semantic Segmentation | ✓ Link | 50.99% | ShareCMP (B2 RGB-A-D) | 2023-12-06 |
| ShareCMP: Polarization-Aware RGB-P Semantic Segmentation | ✓ Link | 50.55 | ShareCMP(B2 RGB-D) | 2023-12-06 |
| MMSFormer: Multimodal Transformer for Material and Semantic Segmentation | ✓ Link | 50.44% | MMSFormer (RGB) | 2023-09-07 |
| ShareCMP: Polarization-Aware RGB-P Semantic Segmentation | ✓ Link | 50.34 | ShareCMP(B2 RGB-A) | 2023-12-06 |
| Delivering Arbitrary-Modal Semantic Segmentation | ✓ Link | 49.48% | CMNeXt (B2 RGB-A-D) | 2023-03-02 |
| Delivering Arbitrary-Modal Semantic Segmentation | ✓ Link | 48.42% | CMNeXt (B2 RGB-A) | 2023-03-02 |
| Multimodal Material Segmentation | ✓ Link | 42.86% | MCubeSNet (RGB-A-D-N) | 2022-01-01 |
| Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation | ✓ Link | 38.13% | DeepLabV3+ (RGB-A-D-N) | 2018-02-07 |
| Decoupled Dynamic Filter Networks | ✓ Link | 36.16% | DDF (RGB-A-D-N) | 2021-04-29 |
| Dynamic Region-Aware Convolution | | 34.63% | DRConv (RGB-A-D-N) | 2020-03-27 |