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

YouTube-VOS 2018

아카이브 평가 53건 · 마지막 적재/변경

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
Cutie+ (base, MEGA)
F-Measure (Seen)
91.0
F-Measure (Unseen)
90.1
Overall
87.5
Jaccard (Seen)
86.6
Jaccard (Unseen)
82.2
Speed (FPS)
17.9
Putting the Object Back into Video Object Segmentation
2023-10-19
코드 1
XMem (BL30K, MS)
F-Measure (Seen)
90.3
F-Measure (Unseen)
90.2
Overall
86.9
Jaccard (Seen)
85.6
Jaccard (Unseen)
81.7
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
2022-07-14
코드 1 · 코드 2
XMem (MS)
F-Measure (Seen)
89.9
F-Measure (Unseen)
89.9
Overall
86.7
Jaccard (Seen)
85.3
Jaccard (Unseen)
81.7
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
2022-07-14
코드 1 · 코드 2
SwinB-AOTv2-L (all frames, MS)
F-Measure (Seen)
90.7
F-Measure (Unseen)
88.9
Overall
86.5
Jaccard (Seen)
85.6
Jaccard (Unseen)
80.7
Speed (FPS)
0.7
Params(M)
65.6
Scalable Video Object Segmentation with Identification Mechanism
2022-03-22
코드 1 · 코드 2
SwinB-DeAOT-L
F-Measure (Seen)
90.6
F-Measure (Unseen)
88.4
Overall
86.2
Jaccard (Seen)
85.6
Jaccard (Unseen)
80.0
Speed (FPS)
11.9
Params(M)
70.3
Decoupling Features in Hierarchical Propagation for Video Object Segmentation
2022-10-18
코드 1 · 코드 2
XMem (BL30K)
F-Measure (Seen)
89.8
F-Measure (Unseen)
89.2
Overall
86.1
Speed (FPS)
22.6
Jaccard (Seen)
85.1
Jaccard (Unseen)
80.3
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
2022-07-14
코드 1 · 코드 2
R50-DeAOT-L
F-Measure (Seen)
89.9
F-Measure (Unseen)
88.7
Overall
86.0
Jaccard (Seen)
84.9
Jaccard (Unseen)
80.4
Speed (FPS)
22.4
Params(M)
19.8
Decoupling Features in Hierarchical Propagation for Video Object Segmentation
2022-10-18
코드 1 · 코드 2
SwinB-AOTv2-L (all frames)
F-Measure (Seen)
90.1
F-Measure (Unseen)
88.2
Overall
85.8
Jaccard (Unseen)
79.6
Speed (FPS)
5.1
Scalable Video Object Segmentation with Identification Mechanism
2022-03-22
코드 1 · 코드 2
XMem
F-Measure (Seen)
89.3
F-Measure (Unseen)
88.7
Overall
85.7
Speed (FPS)
22.6
Jaccard (Seen)
84.6
Jaccard (Unseen)
80.2
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
2022-07-14
코드 1 · 코드 2
R50-AOT-L (all frames)
F-Measure (Seen)
89.5
F-Measure (Unseen)
88.2
Overall
85.5
Speed (FPS)
6.4
Jaccard (Seen)
84.5
Jaccard (Unseen)
79.6
Params(M)
14.9
Associating Objects with Transformers for Video Object Segmentation
2021-06-04
코드 1 · 코드 2
R50-AOTv2-L (all frames)
F-Measure (Seen)
90.2
F-Measure (Unseen)
87.3
Overall
85.4
Jaccard (Seen)
85.1
Jaccard (Unseen)
78.9
Speed (FPS)
6.3
Params(M)
15.1
Scalable Video Object Segmentation with Identification Mechanism
2022-03-22
코드 1 · 코드 2
SwinB-AOT-L (all frames)
F-Measure (Seen)
90.1
F-Measure (Unseen)
86.9
Overall
85.1
Speed (FPS)
5.2
Jaccard (Seen)
85.1
Jaccard (Unseen)
78.4
Params(M)
65.4
Associating Objects with Transformers for Video Object Segmentation
2021-06-04
코드 1 · 코드 2
R50-AOST (L'=3)
F-Measure (Seen)
88.8
F-Measure (Unseen)
87.9
Overall
85.0
Jaccard (Seen)
83.8
Jaccard (Unseen)
79.3
Speed (FPS)
14.9
Params(M)
15.4
Scalable Video Object Segmentation with Identification Mechanism
2022-03-22
코드 1 · 코드 2
DeAOT-L
F-Measure (Seen)
89.4
Overall
84.8
Jaccard (Seen)
84.2
Jaccard (Unseen)
78.6
Speed (FPS)
24.7
Decoupling Features in Hierarchical Propagation for Video Object Segmentation
2022-10-18
코드 1 · 코드 2
DeAOT-B
F-Measure (Seen)
88.9
F-Measure (Unseen)
87.0
Overall
84.6
Jaccard (Seen)
83.9
Jaccard (Unseen)
78.5
Speed (FPS)
30.4
Params(M)
13.2
Decoupling Features in Hierarchical Propagation for Video Object Segmentation
2022-10-18
코드 1 · 코드 2
SwinB-AOT-L
F-Measure (Seen)
89.3
F-Measure (Unseen)
86.4
Overall
84.5
Speed (FPS)
9.3
Jaccard (Seen)
84.3
Jaccard (Unseen)
77.9
Params(M)
65.4
Associating Objects with Transformers for Video Object Segmentation
2021-06-04
코드 1 · 코드 2
AOT-L (all frames)
F-Measure (Seen)
88.8
F-Measure (Unseen)
87.1
Overall
84.5
Speed (FPS)
6.5
Jaccard (Seen)
83.7
Jaccard (Unseen)
78.4
Params(M)
8.3
Associating Objects with Transformers for Video Object Segmentation
2021-06-04
코드 1 · 코드 2
R50-AOST (L'=2)
F-Measure (Seen)
88.5
F-Measure (Unseen)
87.2
Overall
84.5
Jaccard (Seen)
83.5
Jaccard (Unseen)
78.8
Speed (FPS)
20.2
Params(M)
13.9
Scalable Video Object Segmentation with Identification Mechanism
2022-03-22
코드 1 · 코드 2
XMem (YouTubeVOS only)
F-Measure (Seen)
88.5
F-Measure (Unseen)
87.2
Overall
84.4
Speed (FPS)
22.6
Jaccard (Seen)
83.7
Jaccard (Unseen)
78.2
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
2022-07-14
코드 1 · 코드 2
RAVOS
F-Measure (Seen)
87.8
F-Measure (Unseen)
87.4
Overall
84.4
Speed (FPS)
23
Jaccard (Seen)
83.1
Jaccard (Unseen)
79.1
Region Aware Video Object Segmentation with Deep Motion Modeling
2022-07-21
연결 없음
RPCMVOS-MS
F-Measure (Seen)
87.9
F-Measure (Unseen)
86.9
Overall
84.3
Jaccard (Seen)
83.3
Jaccard (Unseen)
78.9
Reliable Propagation-Correction Modulation for Video Object Segmentation
2021-12-06
코드 1
R50-AOT-L
F-Measure (Seen)
88.5
F-Measure (Unseen)
86.1
Overall
84.1
Speed (FPS)
14.9
Jaccard (Seen)
83.7
Jaccard (Unseen)
78.1
Params(M)
14.9
Associating Objects with Transformers for Video Object Segmentation
2021-06-04
코드 1 · 코드 2
AOT-B (all frames)
F-Measure (Seen)
88.5
F-Measure (Unseen)
86.5
Overall
84.1
Speed (FPS)
20.5
Jaccard (Seen)
83.6
Jaccard (Unseen)
78.0
Params(M)
8.3
Associating Objects with Transformers for Video Object Segmentation
2021-06-04
코드 1 · 코드 2
DeAOT-S
F-Measure (Seen)
88.3
F-Measure (Unseen)
86.6
Overall
84.0
Jaccard (Seen)
83.3
Jaccard (Unseen)
77.9
Speed (FPS)
38.7
Params(M)
10.2
Decoupling Features in Hierarchical Propagation for Video Object Segmentation
2022-10-18
코드 1 · 코드 2
RPCMVOS
F-Measure (Seen)
87.7
F-Measure (Unseen)
86.7
Overall
84
Jaccard (Seen)
83.1
Speed (FPS)
78.5
Reliable Propagation-Correction Modulation for Video Object Segmentation
2021-12-06
코드 1
AOT-L
F-Measure (Seen)
87.9
F-Measure (Unseen)
86.5
Overall
83.8
Speed (FPS)
16.0
Jaccard (Seen)
82.9
Jaccard (Unseen)
77.7
Params(M)
8.3
Associating Objects with Transformers for Video Object Segmentation
2021-06-04
코드 1 · 코드 2
QDMN
F-Measure (Seen)
87.5
F-Measure (Unseen)
86.4
Overall
83.8
Jaccard (Seen)
82.7
Jaccard (Unseen)
78.4
Learning Quality-aware Dynamic Memory for Video Object Segmentation
2022-07-16
코드 1
AOT-B
F-Measure (Seen)
87.5
F-Measure (Unseen)
86.0
Overall
83.5
Speed (FPS)
20.5
Jaccard (Seen)
82.6
Jaccard (Unseen)
77.7
Params(M)
8.3
Associating Objects with Transformers for Video Object Segmentation
2021-06-04
코드 1 · 코드 2
AOT-S (all frames)
F-Measure (Seen)
87.0
F-Measure (Unseen)
85.7
Overall
83.0
Speed (FPS)
27.1
Jaccard (Seen)
82.2
Jaccard (Unseen)
77.3
Params(M)
7.9
Associating Objects with Transformers for Video Object Segmentation
2021-06-04
코드 1 · 코드 2
CFBI+
F-Measure (Seen)
86.6
F-Measure (Unseen)
85.6
Overall
82.8
Speed (FPS)
4.0
Jaccard (Seen)
81.8
Jaccard (Unseen)
77.1
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background Integration
2020-10-13
코드 1