Referring Expression Segmentation on RefCOCO

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IoU

Rank	Model	IoU	IoU (%)	Extra Training Data	Paper	Code	Year
1	DETRIS	81.0	–		Densely Connected Parameter-Efficient Tuning for Referring Image Segmentation	jiaqihuang01/detris	2025
2	GLEE-Pro	80.0	–	✓	General Object Foundation Model for Images and Videos at Scale	FoundationVision/GLEE	2023
3	EVP	77.61	77.61		EVP: Enhanced Visual Perception using Inverse Multi-Attentive Feature Refinement and Regularized Image-Text Alignment	lavreniuk/evp	2023
4	ETRIS	71.06	–		Bridging Vision and Language Encoders: Parameter-Efficient Tuning for Referring Image Segmentation	kkakkkka/etris	2023
5	DETRIS	81.0	–		Densely Connected Parameter-Efficient Tuning for Referring Image Segmentation	jiaqihuang01/detris	2025
6	GLEE-Pro	80.0	–	✓	General Object Foundation Model for Images and Videos at Scale	FoundationVision/GLEE	2023
7	EVP	77.61	77.61		EVP: Enhanced Visual Perception using Inverse Multi-Attentive Feature Refinement and Regularized Image-Text Alignment	lavreniuk/evp	2023
8	ETRIS	71.06	–		Bridging Vision and Language Encoders: Parameter-Efficient Tuning for Referring Image Segmentation	kkakkkka/etris	2023