Semi-Supervised Video Object Segmentation on DAVIS 2017 (val)

Metric: Speed (FPS) (higher is better)

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#	Model↕	Speed (FPS)▼	Extra Data	Paper	Date↕	Code
1	MobileVOS (BL30K)	90.6	Yes	MobileVOS: Real-Time Video Object Segmentation C...	2023-03-14	-
2	MobileVOS	90.6	No	MobileVOS: Real-Time Video Object Segmentation C...	2023-03-14	-
3	DeAOT-T	63.5	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
4	AOT-T	51.4	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
5	DeAOT-S	49.2	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
6	DeAOT-B	40.9	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
7	AOT-S	40	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
8	R50-AOST (L'=1)	37.4	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
9	AOT-B	29.6	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
10	DeAOT-L	28.5	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
11	R50-DeAOT-L	27	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
12	DEVA	25.3	Yes	Tracking Anything with Decoupled Video Segmentat...	2023-09-07	Code
13	R50-AOST (L'=2)	24.3	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
14	XMem (BL30K)	22.6	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
15	XMem	22.6	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
16	XMem (DAVIS and YouTubeVOS only)	22.6	Yes	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
17	XMem (DAVIS only)	22.6	No	XMem: Long-Term Video Object Segmentation with a...	2022-07-14	Code
18	SSM-VOS	22.3	No	-	-	Code
19	STCN	20.2	Yes	Rethinking Space-Time Networks with Improved Mem...	2021-06-09	Code
20	AOT-L	18.7	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
21	R50-AOT-L	18	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
22	Cutie+ (base, MEGA)	17.9	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
23	R50-AOST (L'=3)	17.5	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
24	SwinB-DeAOT-L	15.4	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
25	SwinB-AOT-L	12.1	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
26	SwinB-AOTv2-L	12	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
27	MiVOS	11.2	Yes	Modular Interactive Video Object Segmentation: I...	2021-03-14	Code
28	SwinB-AOTv2-L (MS)	1.3	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
29	SwinB-AOST (L'=3, MS)	1.3	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code

#1MobileVOS (BL30K)SOTA
90.6
Speed (FPS)· Extra Data· 2023-03-14
MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation
#2MobileVOS
90.6
Speed (FPS)· 2023-03-14
MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation
#3DeAOT-TSOTA
63.5
Speed (FPS)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#4AOT-TSOTA
51.4
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#5DeAOT-S
49.2
Speed (FPS)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#6DeAOT-B
40.9
Speed (FPS)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#7AOT-S
40
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#8R50-AOST (L'=1)
37.4
Speed (FPS)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#9AOT-B
29.6
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#10DeAOT-L
28.5
Speed (FPS)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#11R50-DeAOT-L
27
Speed (FPS)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#12DEVA
25.3
Speed (FPS)· Extra Data· 2023-09-07
Tracking Anything with Decoupled Video Segmentation Code
#13R50-AOST (L'=2)
24.3
Speed (FPS)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#14XMem (BL30K)
22.6
Speed (FPS)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#15XMem
22.6
Speed (FPS)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#16XMem (DAVIS and YouTubeVOS only)
22.6
Speed (FPS)· Extra Data· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#17XMem (DAVIS only)
22.6
Speed (FPS)· 2022-07-14
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model Code
#18SSM-VOS
22.3
Speed (FPS)
No paperCode
#19STCN
20.2
Speed (FPS)· Extra Data· 2021-06-09
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation Code
#20AOT-L
18.7
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#21R50-AOT-L
18
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#22Cutie+ (base, MEGA)
17.9
Speed (FPS)· Extra Data· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#23R50-AOST (L'=3)
17.5
Speed (FPS)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#24SwinB-DeAOT-L
15.4
Speed (FPS)· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#25SwinB-AOT-L
12.1
Speed (FPS)· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#26SwinB-AOTv2-L
12
Speed (FPS)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#27MiVOSSOTA
11.2
Speed (FPS)· Extra Data· 2021-03-14
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion Code
#28SwinB-AOTv2-L (MS)
1.3
Speed (FPS)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#29SwinB-AOST (L'=3, MS)
1.3
Speed (FPS)· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code