← Semi-Supervised Video Object Segmentation
Papers with Code · CC BY-SA 4.0

YouTube-VOS 2018

아카이브 평가 53건 · 마지막 적재/변경

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원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
HMMN
F-Measure (Seen)
87.0
F-Measure (Unseen)
84.6
Overall
82.6
Jaccard (Seen)
82.1
Jaccard (Unseen)
76.8
Hierarchical Memory Matching Network for Video Object Segmentation
2021-09-23
코드 1
AOT-S
F-Measure (Seen)
86.7
F-Measure (Unseen)
85.0
Overall
82.6
Speed (FPS)
27.1
Jaccard (Seen)
82.0
Jaccard (Unseen)
76.6
Params(M)
7.9
Associating Objects with Transformers for Video Object Segmentation
2021-06-04
코드 1 · 코드 2
DeAOT-T
F-Measure (Seen)
86.3
F-Measure (Unseen)
84.2
Overall
82.0
Jaccard (Seen)
81.6
Jaccard (Unseen)
75.8
Speed (FPS)
53.4
Params(M)
7.2
Decoupling Features in Hierarchical Propagation for Video Object Segmentation
2022-10-18
코드 1 · 코드 2
MiVOS
F-Measure (Seen)
84.7
F-Measure (Unseen)
85.5
Overall
82.0
Jaccard (Seen)
80.6
Jaccard (Unseen)
77.3
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion
2021-03-14
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
R50-AOST (L'=1)
F-Measure (Seen)
86.1
F-Measure (Unseen)
83.5
Overall
81.6
Jaccard (Seen)
81.4
Jaccard (Unseen)
75.5
Speed (FPS)
30.9
Params(M)
12.5
Scalable Video Object Segmentation with Identification Mechanism
2022-03-22
코드 1 · 코드 2
RMNet
F-Measure (Seen)
85.7
F-Measure (Unseen)
82.4
Overall
81.5
Jaccard (Seen)
82.1
Jaccard (Unseen)
75.7
Efficient Regional Memory Network for Video Object Segmentation
2021-03-24
코드 1
KMN
F-Measure (Seen)
85.6
F-Measure (Unseen)
83.3
Overall
81.4
Jaccard (Seen)
81.4
Jaccard (Unseen)
75.3
Kernelized Memory Network for Video Object Segmentation
2020-07-16
코드 1
CFBI
F-Measure (Seen)
85.8
F-Measure (Unseen)
83.4
Overall
81.4
Speed (FPS)
3.4
Jaccard (Seen)
81.1
Jaccard (Unseen)
75.3
Params(M)
66.3
Collaborative Video Object Segmentation by Foreground-Background Integration
2020-03-18
코드 1 · 코드 2
AOT-T (all frames)
F-Measure (Seen)
84.7
F-Measure (Unseen)
83.5
Overall
80.9
Speed (FPS)
41.0
Jaccard (Seen)
80.0
Jaccard (Unseen)
75.2
Params(M)
5.3
Associating Objects with Transformers for Video Object Segmentation
2021-06-04
코드 1 · 코드 2
AOT-T
F-Measure (Seen)
84.5
F-Measure (Unseen)
82.2
Overall
80.2
Speed (FPS)
41.0
Jaccard (Seen)
80.1
Jaccard (Unseen)
74.0
Params(M)
5.3
Associating Objects with Transformers for Video Object Segmentation
2021-06-04
코드 1 · 코드 2
AFB-URR
F-Measure (Seen)
83.1
F-Measure (Unseen)
82.6
Overall
79.6
Jaccard (Seen)
78.8
Jaccard (Unseen)
74.1
Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region Refinement
2020-10-15
코드 1
FRTM
F-Measure (Seen)
76.2
F-Measure (Unseen)
74.1
Overall
72.1
Speed (FPS)
65.9
Jaccard (Seen)
72.3
Learning Fast and Robust Target Models for Video Object Segmentation
2020-02-27
코드 1 · 코드 2
e-OSVOS
F-Measure (Seen)
66.0
F-Measure (Unseen)
73.8
Overall
71.4
Jaccard (Seen)
71.7
Jaccard (Unseen)
74.3
Make One-Shot Video Object Segmentation Efficient Again
2020-12-03
코드 1 · 코드 2 · 코드 3 · 코드 4
STM-cycle
F-Measure (Seen)
75.8
F-Measure (Unseen)
70.4
Overall
69.9
Speed (FPS)
61.4
Jaccard (Seen)
71.7
Delving into the Cyclic Mechanism in Semi-supervised Video Object Segmentation
2020-10-23
코드 1
MAMP
F-Measure (Seen)
68.4
F-Measure (Unseen)
73.2
Overall
68.2
Jaccard (Seen)
67.0
Jaccard (Unseen)
64.5
Self-Supervised Video Object Segmentation by Motion-Aware Mask Propagation
2021-07-27
코드 1
STM
Overall
68.2
Video Object Segmentation using Space-Time Memory Networks
2019-04-01
코드 1 · 코드 2 · 코드 3
SSM-VOS
F-Measure (Seen)
73.3
F-Measure (Unseen)
62.6
Overall
66.5
Speed (FPS)
24.1
Jaccard (Seen)
72.3
Jaccard (Unseen)
57.8
Separable Structure Modeling for Semi-supervised Video Object Segmentation
2021-02-18
코드 1
S2S
F-Measure (Seen)
70.0
F-Measure (Unseen)
61.2
Overall
64.4
Speed (FPS)
55.5
Jaccard (Seen)
71.0
YouTube-VOS: Sequence-to-Sequence Video Object Segmentation
2018-09-03
코드 1 · 코드 2 · 코드 3 · 코드 4
CapsuleVOS
F-Measure (Seen)
68.1
F-Measure (Unseen)
59.9
Overall
62.3
Speed (FPS)
13.5
Jaccard (Seen)
67.3
Jaccard (Unseen)
53.7
CapsuleVOS: Semi-Supervised Video Object Segmentation Using Capsule Routing
2019-09-30
코드 1
OSVOS
F-Measure (Seen)
60.5
F-Measure (Unseen)
60.7
Overall
58.8
Speed (FPS)
0.10
Jaccard (Seen)
59.8
Jaccard (Unseen)
54.2
One-Shot Video Object Segmentation
2016-11-16
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8
RVOS
F-Measure (Seen)
67.2
F-Measure (Unseen)
51.0
Overall
56.8
Speed (FPS)
45.5
Jaccard (Seen)
63.6
RVOS: End-to-End Recurrent Network for Video Object Segmentation
2019-03-13
코드 1
OSMN
F-Measure (Seen)
60.1
F-Measure (Unseen)
44.0
Overall
51.2
Speed (FPS)
7.14
Jaccard (Seen)
60.0
Jaccard (Unseen)
40.6
Efficient Video Object Segmentation via Network Modulation
2018-02-04
코드 1
STCN
F-Measure (Seen)
87.9
F-Measure (Unseen)
87.3
Jaccard (Seen)
83.2
Jaccard (Unseen)
79.0
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation
2021-06-09
코드 1 · 코드 2 · 코드 3