10-shot image generation on VIPSeg

Metric: VPQ (higher is better)

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#	Model↕	VPQ▼	Extra Data	Paper	Date↕	Code
1	CAVIS(VIT-L)	58.5	No	Context-Aware Video Instance Segmentation	2024-07-03	Code
2	DVIS++(VIT-L)	58	No	DVIS++: Improved Decoupled Framework for Univers...	2023-12-20	Code
3	MaXTron (ConvNeXtV2-L)	58	No	A Simple Video Segmenter by Tracking Objects Alo...	2023-11-30	Code
4	DVIS(Swin-L)	57.6	No	DVIS: Decoupled Video Instance Segmentation Fram...	2023-06-06	Code
5	MaXTron (ConvNeXt-L)	57.1	No	A Simple Video Segmenter by Tracking Objects Alo...	2023-11-30	Code
6	DEVA (Mask2Former - SwinB)	55	Yes	Tracking Anything with Decoupled Video Segmentat...	2023-09-07	Code
7	Tube-Link(Swin-base)	50.4	No	Tube-Link: A Flexible Cross Tube Framework for U...	2023-03-22	Code
8	UniVS(Swin-L)	49.3	Yes	UniVS: Unified and Universal Video Segmentation ...	2024-02-28	Code
9	TarViS (Swin-L)	48	Yes	TarViS: A Unified Approach for Target-based Vide...	2023-01-06	Code
10	MaXTron (ResNet-50)	46.7	No	A Simple Video Segmenter by Tracking Objects Alo...	2023-11-30	Code
11	TarViS (Swin-T)	35.8	Yes	TarViS: A Unified Approach for Target-based Vide...	2023-01-06	Code
12	TarViS (ResNet-50)	33.5	Yes	TarViS: A Unified Approach for Target-based Vide...	2023-01-06	Code

#1CAVIS(VIT-L)SOTA
58.5
VPQ· 2024-07-03
Context-Aware Video Instance Segmentation Code
#2DVIS++(VIT-L)
58
VPQ· 2023-12-20
DVIS++: Improved Decoupled Framework for Universal Video Segmentation Code
#3MaXTron (ConvNeXtV2-L)SOTA
58
VPQ· 2023-11-30
A Simple Video Segmenter by Tracking Objects Along Axial Trajectories Code
#4DVIS(Swin-L)SOTA
57.6
VPQ· 2023-06-06
DVIS: Decoupled Video Instance Segmentation Framework Code
#5MaXTron (ConvNeXt-L)
57.1
VPQ· 2023-11-30
A Simple Video Segmenter by Tracking Objects Along Axial Trajectories Code
#6DEVA (Mask2Former - SwinB)
55
VPQ· Extra Data· 2023-09-07
Tracking Anything with Decoupled Video Segmentation Code
#7Tube-Link(Swin-base)SOTA
50.4
VPQ· 2023-03-22
Tube-Link: A Flexible Cross Tube Framework for Universal Video Segmentation Code
#8UniVS(Swin-L)
49.3
VPQ· Extra Data· 2024-02-28
UniVS: Unified and Universal Video Segmentation with Prompts as Queries Code
#9TarViS (Swin-L)SOTA
48
VPQ· Extra Data· 2023-01-06
TarViS: A Unified Approach for Target-based Video Segmentation Code
#10MaXTron (ResNet-50)
46.7
VPQ· 2023-11-30
A Simple Video Segmenter by Tracking Objects Along Axial Trajectories Code
#11TarViS (Swin-T)
35.8
VPQ· Extra Data· 2023-01-06
TarViS: A Unified Approach for Target-based Video Segmentation Code
#12TarViS (ResNet-50)
33.5
VPQ· Extra Data· 2023-01-06
TarViS: A Unified Approach for Target-based Video Segmentation Code