ML Research Wiki / Benchmarks / Zero-Shot Semantic Segmentation / COCO-Stuff

COCO-Stuff

Zero-Shot Semantic Segmentation Benchmark

Performance Over Time

📊 Showing 13 results | 📏 Metric: Transductive Setting hIoU

Top Performing Models

Rank Model Paper Transductive Setting hIoU Date Code
1 MVP-SEG+ MVP-SEG: Multi-View Prompt Learning for Open-Vocabulary Semantic Segmentation 45.50 2023-04-14 -
2 FreeSeg FreeSeg: Free Mask from Interpretable Contrastive Language-Image Pretraining for Semantic Segmentation 45.30 2022-09-27 -
3 MaskCLIP+ Extract Free Dense Labels from CLIP 45.00 2021-12-02 📦 chongzhou96/maskclip
4 OTSeg+ OTSeg: Multi-prompt Sinkhorn Attention for Zero-Shot Semantic Segmentation 41.50 2024-03-21 📦 cubeyoung/OTSeg
5 OTSeg OTSeg: Multi-prompt Sinkhorn Attention for Zero-Shot Semantic Segmentation 41.40 2024-03-21 📦 cubeyoung/OTSeg
6 ZegCLIP ZegCLIP: Towards Adapting CLIP for Zero-shot Semantic Segmentation 40.80 2022-12-07 📦 ZiqinZhou66/ZegCLIP
7 DeOP Open-Vocabulary Semantic Segmentation with Decoupled One-Pass Network 38.20 2023-04-03 📦 conghan0808/deop
8 zsseg A Simple Baseline for Open-Vocabulary Semantic Segmentation with Pre-trained Vision-language Model 36.30 2021-12-29 📦 mendelxu/zsseg.baseline 📦 openrobotlab/ov_parts
9 STRICT A Closer Look at Self-training for Zero-Label Semantic Segmentation 34.80 2021-04-21 📦 giuseppepastore10/STRICT
10 ZegFormer Decoupling Zero-Shot Semantic Segmentation 33.20 2021-12-15 📦 dingjiansw101/zegformer

All Papers (13)

chongzhou96/maskclip
cubeyoung/OTSeg
cubeyoung/OTSeg
ZiqinZhou66/ZegCLIP
conghan0808/deop
mendelxu/zsseg.baseline openrobotlab/ov_parts
giuseppepastore10/STRICT
dingjiansw101/zegformer
bcmi/CaGNet-Zero-Shot-Semantic-Segmentation bcmi/CaGNetv2-Zero-Shot-Semantic-Segmentation
valeoai/ZS3 bcmi/CaGNetv2-Zero-Shot-Semantic-Segmentation