ML Research Wiki / Benchmarks / Zero-Shot Semantic Segmentation / PASCAL VOC

PASCAL VOC

Zero-Shot Semantic Segmentation Benchmark

Performance Over Time

📊 Showing 11 results | 📏 Metric: Transductive Setting hIoU

Top Performing Models

Rank Model Paper Transductive Setting hIoU Date Code
1 OTSeg+ OTSeg: Multi-prompt Sinkhorn Attention for Zero-Shot Semantic Segmentation 94.40 2024-03-21 📦 cubeyoung/OTSeg
2 OTSeg OTSeg: Multi-prompt Sinkhorn Attention for Zero-Shot Semantic Segmentation 94.20 2024-03-21 📦 cubeyoung/OTSeg
3 ZegCLIP ZegCLIP: Towards Adapting CLIP for Zero-shot Semantic Segmentation 91.10 2022-12-07 📦 ZiqinZhou66/ZegCLIP
4 MaskCLIP+ Extract Free Dense Labels from CLIP 87.40 2021-12-02 📦 chongzhou96/maskclip
5 FreeSeg FreeSeg: Free Mask from Interpretable Contrastive Language-Image Pretraining for Semantic Segmentation 86.90 2022-09-27 -
6 DeOp Open-Vocabulary Semantic Segmentation with Decoupled One-Pass Network 80.80 2023-04-03 📦 conghan0808/deop
7 zsseg A Simple Baseline for Open-Vocabulary Semantic Segmentation with Pre-trained Vision-language Model 79.30 2021-12-29 📦 mendelxu/zsseg.baseline 📦 openrobotlab/ov_parts
8 ZegFormer Decoupling Zero-Shot Semantic Segmentation 73.30 2021-12-15 📦 dingjiansw101/zegformer
9 STRICT A Closer Look at Self-training for Zero-Label Semantic Segmentation 49.80 2021-04-21 📦 giuseppepastore10/STRICT
10 CaGNet Context-aware Feature Generation for Zero-shot Semantic Segmentation 43.70 2020-08-16 📦 bcmi/CaGNet-Zero-Shot-Semantic-Segmentation 📦 bcmi/CaGNetv2-Zero-Shot-Semantic-Segmentation

All Papers (11)

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