ML Research Wiki / Benchmarks / Zero Shot Segmentation / Segmentation in the Wild

Segmentation in the Wild

Zero Shot Segmentation Benchmark

Performance Over Time

📊 Showing 12 results | 📏 Metric: Mean AP

Top Performing Models

Rank Model Paper Mean AP Date Code
1 Grounded HQ-SAM Segment Anything in High Quality 49.60 2023-06-02 📦 huggingface/transformers 📦 IDEA-Research/Grounded-Segment-Anything 📦 syscv/sam-hq 📦 sqhuang0103/samreg
2 Grounded-SAM Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection 46.00 2023-03-09 📦 huggingface/transformers 📦 IDEA-Research/Grounded-Segment-Anything 📦 idea-research/groundingdino
3 UNINEXT Universal Instance Perception as Object Discovery and Retrieval 42.10 2023-03-12 📦 MasterBin-IIAU/UNINEXT
4 HIPIE Hierarchical Open-vocabulary Universal Image Segmentation 41.60 2023-07-03 📦 berkeley-hipie/hipie
5 SAN Side Adapter Network for Open-Vocabulary Semantic Segmentation 41.40 2023-02-23 📦 mendelxu/san 📦 mendelxu/zsseg.baseline 📦 blumenstiel/SAN-MESS
6 odise Open-Vocabulary Panoptic Segmentation with Text-to-Image Diffusion Models 38.70 2023-03-08 📦 nvlabs/odise
7 OpenSEED A Simple Framework for Open-Vocabulary Segmentation and Detection 36.10 2023-03-14 📦 microsoft/X-Decoder 📦 idea-research/openseed
8 OpenSD OpenSD: Unified Open-Vocabulary Segmentation and Detection 35.80 2023-12-10 -
9 SGinW_Team (X-Decoder-L) Generalized Decoding for Pixel, Image, and Language 32.20 2022-12-21 📦 microsoft/X-Decoder
10 SGinW_Team (X-Decoder-B) Generalized Decoding for Pixel, Image, and Language 27.70 2022-12-21 📦 microsoft/X-Decoder

All Papers (12)