| Paper | Code | mIoU | ModelName | ReleaseDate |
|---|---|---|---|---|
| Leveraging Class Distributions in CLIP for Weakly Supervised Semantic Segmentation | ✓ Link | 54.1 | CD-CLIP | 2026-06-03 |
| Frequency-Aware Affinity for Weakly Supervised Semantic Segmentation | ✓ Link | 51.5 | DFA | 2026-06-03 |
| POT: Prototypical Optimal Transport for Weakly Supervised Semantic Segmentation | ✓ Link | 47.9 | POT + CLIP-ES | 2025-06-11 |
| Weakly Supervised Semantic Segmentation via Progressive Confidence Region Expansion | ✓ Link | 47.2 | PCRE (ViT-B/16) | 2025-06-11 |
| Frozen CLIP: A Strong Backbone for Weakly Supervised Semantic Segmentation | ✓ Link | 47.1 | WeCLIP (weakly-supervised) | 2024-06-17 |
| Hunting Attributes: Context Prototype-Aware Learning for Weakly Supervised Semantic Segmentation | ✓ Link | 46.8 | CLIP-ES +CPAL (Ours) | 2024-03-12 |
| FFR: Frequency Feature Rectification for Weakly Supervised Semantic Segmentation | ✓ Link | 46.8 | FFR | 2025-06-11 |
| Multi-Label Prototype Visual Spatial Search for Weakly Supervised Semantic Segmentation | 46.6 | MuP-VSS | 2025-06-11 |