Video Object Segmentation on DAVIS 2017 (test-dev)

Metric: FPS (higher is better)

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#	Model↕	FPS▼	Extra Data	Paper	Date↕	Code
1	DeAOT-T	63.5	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
2	AOT-T	51.4	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
3	DeAOT-S	49.2	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
4	DeAOT-B	40.9	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
5	AOT-S	40	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
6	Cutie (base, MEGA)	36.4	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
7	AOT-B	29.6	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
8	DeAOT-L	28.5	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
9	R50-DeAOT-L	27	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
10	DEVA	25.3	Yes	Tracking Anything with Decoupled Video Segmentat...	2023-09-07	Code
11	R50-AOST (L'=2)	24.3	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
12	AOT-L	18.7	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
13	R50-AOT-L	18	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
14	Cutie+ (base, MEGA)	17.9	Yes	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
15	Cutie+ (base)	17.9	No	Putting the Object Back into Video Object Segmen...	2023-10-19	Code
16	R50-AOST (L'=3)	17.5	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
17	SwinB-DeAOT-L	15.4	No	Decoupling Features in Hierarchical Propagation ...	2022-10-18	Code
18	SwinB-AOT-L	12.1	No	Associating Objects with Transformers for Video ...	2021-06-04	Code
19	SwinB-AOST (L'=3)	12	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
20	SwinB-AOST (L'=3, MS)	1.3	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code
21	SwinB-AOTv2-L	1.3	No	Scalable Video Object Segmentation with Identifi...	2022-03-22	Code

#1DeAOT-TSOTA
63.5
FPS· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#2AOT-TSOTA
51.4
FPS· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#3DeAOT-S
49.2
FPS· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#4DeAOT-B
40.9
FPS· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#5AOT-S
40
FPS· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#6Cutie (base, MEGA)
36.4
FPS· Extra Data· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#7AOT-B
29.6
FPS· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#8DeAOT-L
28.5
FPS· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#9R50-DeAOT-L
27
FPS· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#10DEVA
25.3
FPS· Extra Data· 2023-09-07
Tracking Anything with Decoupled Video Segmentation Code
#11R50-AOST (L'=2)
24.3
FPS· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#12AOT-L
18.7
FPS· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#13R50-AOT-L
18
FPS· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#14Cutie+ (base, MEGA)
17.9
FPS· Extra Data· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#15Cutie+ (base)
17.9
FPS· 2023-10-19
Putting the Object Back into Video Object Segmentation Code
#16R50-AOST (L'=3)
17.5
FPS· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#17SwinB-DeAOT-L
15.4
FPS· 2022-10-18
Decoupling Features in Hierarchical Propagation for Video Object Segmentation Code
#18SwinB-AOT-L
12.1
FPS· 2021-06-04
Associating Objects with Transformers for Video Object Segmentation Code
#19SwinB-AOST (L'=3)
12
FPS· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#20SwinB-AOST (L'=3, MS)
1.3
FPS· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code
#21SwinB-AOTv2-L
1.3
FPS· 2022-03-22
Scalable Video Object Segmentation with Identification Mechanism Code