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

DAVIS 2017 (val)

아카이브 평가 81건 · 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.

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원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
AOT-L
Jaccard (Mean)
81.1
F-measure (Mean)
86.4
J&F
83.8
Speed (FPS)
18.7
Params(M)
8.3
Associating Objects with Transformers for Video Object Segmentation
2021-06-04
코드 1 · 코드 2
RPCMVOS
Jaccard (Mean)
81.3
F-measure (Mean)
86
J&F
83.7
Reliable Propagation-Correction Modulation for Video Object Segmentation
2021-12-06
코드 1
R50-AOST (L'=1)
Jaccard (Mean)
81.2
F-measure (Mean)
86.1
J&F
83.7
Speed (FPS)
37.4
Params(M)
12.5
Scalable Video Object Segmentation with Identification Mechanism
2022-03-22
코드 1 · 코드 2
RMNet
Jaccard (Mean)
81.0
F-measure (Mean)
86.0
J&F
83.5
Efficient Regional Memory Network for Video Object Segmentation
2021-03-24
코드 1
CFBI+
Jaccard (Mean)
80.1
F-measure (Mean)
85.7
J&F
82.9
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background Integration
2020-10-13
코드 1
KMN
Jaccard (Mean)
80
F-measure (Mean)
85.6
J&F
82.8
Kernelized Memory Network for Video Object Segmentation
2020-07-16
코드 1
AOT-B
Jaccard (Mean)
79.7
F-measure (Mean)
85.2
J&F
82.5
Speed (FPS)
29.6
Params(M)
8.3
Associating Objects with Transformers for Video Object Segmentation
2021-06-04
코드 1 · 코드 2
MobileVOS (BL30K)
F-measure (Mean)
88.9
J&F
82.3
Speed (FPS)
90.6
Params(M)
8.1
MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation
2023-03-14
연결 없음
DeAOT-B
Jaccard (Mean)
79.2
F-measure (Mean)
85.1
J&F
82.2
Speed (FPS)
40.9
Params(M)
13.2
Decoupling Features in Hierarchical Propagation for Video Object Segmentation
2022-10-18
코드 1 · 코드 2
CFBI
Jaccard (Mean)
79.1
F-measure (Mean)
84.6
J&F
81.9
Collaborative Video Object Segmentation by Foreground-Background Integration
2020-03-18
코드 1 · 코드 2
STM
Jaccard (Mean)
79.2
Jaccard (Recall)
88.7
Jaccard (Decay)
8.0
F-measure (Mean)
84.3
F-measure (Recall)
91.8
F-measure (Decay)
10.5
J&F
81.75
Video Object Segmentation using Space-Time Memory Networks
2019-04-01
코드 1 · 코드 2 · 코드 3
AOT-S
Jaccard (Mean)
78.7
F-measure (Mean)
83.9
J&F
81.3
Speed (FPS)
40.0
Params(M)
7.0
Associating Objects with Transformers for Video Object Segmentation
2021-06-04
코드 1 · 코드 2
DeAOT-S
Jaccard (Mean)
77.8
F-measure (Mean)
83.8
J&F
80.8
Speed (FPS)
49.2
Params(M)
10.2
Decoupling Features in Hierarchical Propagation for Video Object Segmentation
2022-10-18
코드 1 · 코드 2
DeAOT-T
Jaccard (Mean)
77.7
F-measure (Mean)
83.3
J&F
80.5
Speed (FPS)
63.5
Params(M)
7.2
Decoupling Features in Hierarchical Propagation for Video Object Segmentation
2022-10-18
코드 1 · 코드 2
MobileVOS
F-measure (Mean)
87.1
J&F
80.2
Speed (FPS)
90.6
Params(M)
8.1
MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation
2023-03-14
연결 없음
AOT-T
Jaccard (Mean)
77.4
F-measure (Mean)
82.3
J&F
79.9
Speed (FPS)
51.4
Params(M)
5.7
Associating Objects with Transformers for Video Object Segmentation
2021-06-04
코드 1 · 코드 2
JOINT
Jaccard (Mean)
76.0
F-measure (Mean)
81.2
J&F
78.6
Joint Inductive and Transductive Learning for Video Object Segmentation
2021-08-08
코드 1
PReMVOS
Jaccard (Mean)
73.9
Jaccard (Recall)
83.1
Jaccard (Decay)
16.2
F-measure (Mean)
81.8
F-measure (Recall)
88.9
F-measure (Decay)
19.5
J&F
77.85
PReMVOS: Proposal-generation, Refinement and Merging for Video Object Segmentation
2018-07-24
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
SSM-VOS
Jaccard (Mean)
75.3
Jaccard (Decay)
11.7
F-measure (Mean)
79.9
F-measure (Decay)
15.3
J&F
77.6
Speed (FPS)
22.3
Separable Structure Modeling for Semi-supervised Video Object Segmentation
2021-02-18
코드 1
LSMVOS
Jaccard (Mean)
73.9
Jaccard (Recall)
83.6
Jaccard (Decay)
12.9
F-measure (Mean)
80.8
F-measure (Recall)
91.3
F-measure (Decay)
15.7
J&F
77.4
LSMVOS: Long-Short-Term Similarity Matching for Video Object
2020-09-02
코드 1
SWEM
Jaccard (Mean)
74.5
F-measure (Mean)
79.8
J&F
77.2
SWEM: Towards Real-Time Video Object Segmentation with Sequential Weighted Expectation-Maximization
2022-08-22
코드 1
e-OSVOS
Jaccard (Mean)
74.4
Jaccard (Decay)
13.0
F-measure (Mean)
80.0
J&F
77.2
Make One-Shot Video Object Segmentation Efficient Again
2020-12-03
코드 1 · 코드 2 · 코드 3 · 코드 4
XMem (DAVIS only)
Jaccard (Mean)
74.1
F-measure (Mean)
79.3
J&F
76.7
Speed (FPS)
22.6
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
2022-07-14
코드 1 · 코드 2
MHP-VOS
Jaccard (Mean)
73.4
Jaccard (Recall)
83.5
Jaccard (Decay)
17.8
F-measure (Mean)
78.9
F-measure (Recall)
87.2
F-measure (Decay)
19.1
J&F
76.15
MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation
2019-04-17
코드 1
PTSNet
Jaccard (Mean)
71.6
F-measure (Mean)
77.7
J&F
74.65
Proposal, Tracking and Segmentation (PTS): A Cascaded Network for Video Object Segmentation
2019-07-02
코드 1
AFB-URR
Jaccard (Mean)
73.0
Jaccard (Recall)
85.3
Jaccard (Decay)
13.8
F-measure (Mean)
76.1
F-measure (Recall)
87.0
F-measure (Decay)
15.5
J&F
74.6
Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region Refinement
2020-10-15
코드 1
TVOS
Jaccard (Mean)
69.9
F-measure (Mean)
74.7
J&F
72.3
A Transductive Approach for Video Object Segmentation
2020-04-15
코드 1
AGAME
Jaccard (Mean)
68.5
Jaccard (Recall)
78.4
Jaccard (Decay)
14.0
F-measure (Mean)
73.6
F-measure (Recall)
83.4
F-measure (Decay)
15.8
J&F
71.05
A Generative Appearance Model for End-to-end Video Object Segmentation
2018-11-28
코드 1
CINM
Jaccard (Mean)
67.2
Jaccard (Recall)
74.5
Jaccard (Decay)
24.6
F-measure (Mean)
74.0
F-measure (Recall)
81.6
F-measure (Decay)
26.2
J&F
70.6
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF
2018-03-26
연결 없음
Siam R-CNN
Jaccard (Mean)
66.1
Jaccard (Recall)
74.8
Jaccard (Decay)
15.8
F-measure (Mean)
75.0
F-measure (Recall)
82.8
F-measure (Decay)
16.2
J&F
70.55
Siam R-CNN: Visual Tracking by Re-Detection
2019-11-28
코드 1