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

DAVIS 2016

아카이브 평가 77건 · 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
ISVOS (BL30K, MS)
Jaccard (Mean)
92.5
F-measure (Mean)
94.2
J&F
93.4
Look Before You Match: Instance Understanding Matters in Video Object Segmentation
2022-12-13
연결 없음
XMem (BL30K, MS)
Jaccard (Mean)
92.2
F-measure (Mean)
94.4
J&F
93.3
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
2022-07-14
코드 1 · 코드 2
SwinB-AOTv2-L (MS)
Jaccard (Mean)
91.6
F-measure (Mean)
94.4
J&F
93.0
Speed (FPS)
1.3
Scalable Video Object Segmentation with Identification Mechanism
2022-03-22
코드 1 · 코드 2
SwinB-AOST (L'=3, MS)
Jaccard (Mean)
91.5
F-measure (Mean)
94.5
J&F
93.0
Speed (FPS)
1.3
Scalable Video Object Segmentation with Identification Mechanism
2022-03-22
코드 1 · 코드 2
SwinB-DeAOT-L
Jaccard (Mean)
91.1
F-measure (Mean)
94.7
J&F
92.9
Speed (FPS)
15.4
Decoupling Features in Hierarchical Propagation for Video Object Segmentation
2022-10-18
코드 1 · 코드 2
XMem (MS)
Jaccard (Mean)
92.0
F-measure (Mean)
93.5
J&F
92.7
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
2022-07-14
코드 1 · 코드 2
SwinB-AOTv2-L
Jaccard (Mean)
90.6
F-measure (Mean)
94.1
J&F
92.4
Speed (FPS)
12.0
Scalable Video Object Segmentation with Identification Mechanism
2022-03-22
코드 1 · 코드 2
SwinB-AOST (L'=3)
Jaccard (Mean)
90.5
F-measure (Mean)
94.2
J&F
92.4
Speed (FPS)
12.0
Scalable Video Object Segmentation with Identification Mechanism
2022-03-22
코드 1 · 코드 2
R50-DeAOT-L
Jaccard (Mean)
90.5
F-measure (Mean)
94.0
J&F
92.3
Speed (FPS)
27.0
Decoupling Features in Hierarchical Propagation for Video Object Segmentation
2022-10-18
코드 1 · 코드 2
R50-AOST (L'=3)
Jaccard (Mean)
90.6
F-measure (Mean)
93.6
J&F
92.1
Speed (FPS)
17.5
Scalable Video Object Segmentation with Identification Mechanism
2022-03-22
코드 1 · 코드 2
SwinB-AOT-L
Jaccard (Mean)
90.7
F-measure (Mean)
93.3
J&F
92.0
Speed (FPS)
12.1
Associating Objects with Transformers for Video Object Segmentation
2021-06-04
코드 1 · 코드 2
XMem (BL30K)
Jaccard (Mean)
90.7
F-measure (Mean)
93.2
J&F
92.0
Speed (FPS)
29.6
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
2022-07-14
코드 1 · 코드 2
QDMN
Jaccard (Mean)
90.7
F-measure (Mean)
93.2
J&F
92.0
Learning Quality-aware Dynamic Memory for Video Object Segmentation
2022-07-16
코드 1
R50-AOST (L'=2)
Jaccard (Mean)
90.5
F-measure (Mean)
93.4
J&F
92.0
Speed (FPS)
24.3
Scalable Video Object Segmentation with Identification Mechanism
2022-03-22
코드 1 · 코드 2
DeAOT-L
Jaccard (Mean)
90.3
F-measure (Mean)
93.7
J&F
92.0
Speed (FPS)
28.5
Decoupling Features in Hierarchical Propagation for Video Object Segmentation
2022-10-18
코드 1 · 코드 2
STCN + TrickVOS (PT)
Jaccard (Mean)
90.5
F-measure (Mean)
93.1
J&F
91.8
TrickVOS: A Bag of Tricks for Video Object Segmentation
2023-06-27
연결 없음
RAVOS
Jaccard (Mean)
90.8
F-measure (Mean)
92.6
J&F
91.7
Speed (FPS)
58
Region Aware Video Object Segmentation with Deep Motion Modeling
2022-07-21
연결 없음
STCN
Jaccard (Mean)
90.4
Jaccard (Recall)
98.1
Jaccard (Decay)
4.1
F-measure (Mean)
93.0
F-measure (Recall)
97.1
F-measure (Decay)
4.3
J&F
91.7
Speed (FPS)
26.9
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation
2021-06-09
코드 1 · 코드 2 · 코드 3
XMem
Jaccard (Mean)
90.4
F-measure (Mean)
92.7
J&F
91.5
Speed (FPS)
29.6
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
2022-07-14
코드 1 · 코드 2
MobileVOS (BL30K)
Jaccard (Mean)
90.3
F-measure (Mean)
92.6
J&F
91.4
Speed (FPS)
100.1
MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation
2023-03-14
연결 없음
R50-AOT-L
Jaccard (Mean)
90.1
F-measure (Mean)
92.1
J&F
91.1
Speed (FPS)
18.0
Associating Objects with Transformers for Video Object Segmentation
2021-06-04
코드 1 · 코드 2
MiVOS
Jaccard (Mean)
89.7
Jaccard (Recall)
97.5
Jaccard (Decay)
6.6
F-measure (Mean)
92.4
F-measure (Recall)
96.4
F-measure (Decay)
5.1
J&F
91.0
Speed (FPS)
16.9
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
DeAOT-B
Jaccard (Mean)
89.4
F-measure (Mean)
92.5
J&F
91.0
Speed (FPS)
40.9
Decoupling Features in Hierarchical Propagation for Video Object Segmentation
2022-10-18
코드 1 · 코드 2
HMMN
Jaccard (Mean)
89.6
F-measure (Mean)
92.0
J&F
90.8
Hierarchical Memory Matching Network for Video Object Segmentation
2021-09-23
코드 1
XMem (DAVIS+YouTubeVOS only)
Jaccard (Mean)
89.6
F-measure (Mean)
91.9
J&F
90.8
Speed (FPS)
29.6
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
2022-07-14
코드 1 · 코드 2
MobileVOS
Jaccard (Mean)
89.7
F-measure (Mean)
91.6
J&F
90.6
Speed (FPS)
100.1
MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation
2023-03-14
연결 없음
RPCMVOS
Jaccard (Mean)
87.1
F-measure (Mean)
94
J&F
90.6
Reliable Propagation-Correction Modulation for Video Object Segmentation
2021-12-06
코드 1
KMN
Jaccard (Mean)
89.5
F-measure (Mean)
91.5
J&F
90.5
Kernelized Memory Network for Video Object Segmentation
2020-07-16
코드 1
AOT-L
Jaccard (Mean)
88.7
F-measure (Mean)
91.1
J&F
89.9
Speed (FPS)
29.6
Associating Objects with Transformers for Video Object Segmentation
2021-06-04
코드 1 · 코드 2
R50-AOST (L'=1)
Jaccard (Mean)
89.6
F-measure (Mean)
90.9
J&F
90.3
Speed (FPS)
37.4
Scalable Video Object Segmentation with Identification Mechanism
2022-03-22
코드 1 · 코드 2