Video on Refer-YouTube-VOS

Metric: J (higher is better)

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#	Model↕	J▼	Extra Data	Paper	Date↕	Code
1	FindTrack	71.8	Yes	Find First, Track Next: Decoupling Identificatio...	2025-03-05	Code
2	GLEE-Pro	68.2	Yes	General Object Foundation Model for Images and V...	2023-12-14	Code
3	GLEE-Plus	65.6	Yes	General Object Foundation Model for Images and V...	2023-12-14	Code
4	HTR	65.3	Yes	Temporally Consistent Referring Video Object Seg...	2024-03-28	Code
5	SOC	64.1	Yes	SOC: Semantic-Assisted Object Cluster for Referr...	2023-05-26	Code
6	SgMg	63.9	Yes	Spectrum-guided Multi-granularity Referring Vide...	2023-07-25	Code
7	VATEX	63.3	No	Vision-Aware Text Features in Referring Image Se...	2024-04-12	Code
8	VLT	61.9	Yes	VLT: Vision-Language Transformer and Query Gener...	2022-10-28	Code
9	HTML-SwinL	61.5	Yes	-	-	-
10	HTML-Video-SwinB	61.5	Yes	-	-	-
11	ReferFormer (Large)	61.3	Yes	Language as Queries for Referring Video Object S...	2022-01-03	Code
12	HTML-Video-SwinS	59.9	Yes	-	-	-
13	HTML-Video-SwinT	59.5	Yes	-	-	-
14	R2VOS (Swin-T)	58.9	No	Towards Robust Referring Video Object Segmentati...	2022-07-04	Code
15	HTML-ResNet101	57.3	Yes	-	-	-
16	HTML-ResNet50	56.5	Yes	-	-	-
17	CMSA	34.8	Yes	Cross-Modal Self-Attention Network for Referring...	2019-04-09	Code

#1FindTrackSOTA
71.8
J· Extra Data· 2025-03-05
Find First, Track Next: Decoupling Identification and Propagation in Referring Video Object Segmentation Code
#2GLEE-ProSOTA
68.2
J· Extra Data· 2023-12-14
General Object Foundation Model for Images and Videos at Scale Code
#3GLEE-Plus
65.6
J· Extra Data· 2023-12-14
General Object Foundation Model for Images and Videos at Scale Code
#4HTR
65.3
J· Extra Data· 2024-03-28
Temporally Consistent Referring Video Object Segmentation with Hybrid Memory Code
#5SOCSOTA
64.1
J· Extra Data· 2023-05-26
SOC: Semantic-Assisted Object Cluster for Referring Video Object Segmentation Code
#6SgMg
63.9
J· Extra Data· 2023-07-25
Spectrum-guided Multi-granularity Referring Video Object Segmentation Code
#7VATEX
63.3
J· 2024-04-12
Vision-Aware Text Features in Referring Image Segmentation: From Object Understanding to Context Understanding Code
#8VLTSOTA
61.9
J· Extra Data· 2022-10-28
VLT: Vision-Language Transformer and Query Generation for Referring Segmentation Code
#9HTML-SwinL
61.5
J· Extra Data
No paper
#10HTML-Video-SwinB
61.5
J· Extra Data
No paper
#11ReferFormer (Large)SOTA
61.3
J· Extra Data· 2022-01-03
Language as Queries for Referring Video Object Segmentation Code
#12HTML-Video-SwinS
59.9
J· Extra Data
No paper
#13HTML-Video-SwinT
59.5
J· Extra Data
No paper
#14R2VOS (Swin-T)
58.9
J· 2022-07-04
Towards Robust Referring Video Object Segmentation with Cyclic Relational Consensus Code
#15HTML-ResNet101
57.3
J· Extra Data
No paper
#16HTML-ResNet50
56.5
J· Extra Data
No paper
#17CMSASOTA
34.8
J· Extra Data· 2019-04-09
Cross-Modal Self-Attention Network for Referring Image Segmentation Code