← 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
CFBI+
Jaccard (Mean)
88.7
F-measure (Mean)
91.1
J&F
89.9
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background Integration
2020-10-13
코드 1
STM
Jaccard (Mean)
88.7
Jaccard (Recall)
97.4
Jaccard (Decay)
5.0
F-measure (Mean)
90.1
F-measure (Recall)
95.2
F-measure (Decay)
4.2
J&F
89.4
Video Object Segmentation using Space-Time Memory Networks
2019-04-01
코드 1 · 코드 2 · 코드 3
AOT-S
Jaccard (Mean)
88.6
F-measure (Mean)
90.2
J&F
89.4
Speed (FPS)
40.0
Associating Objects with Transformers for Video Object Segmentation
2021-06-04
코드 1 · 코드 2
CFBI
Jaccard (Mean)
88.3
F-measure (Mean)
90.5
J&F
89.4
Collaborative Video Object Segmentation by Foreground-Background Integration
2020-03-18
코드 1 · 코드 2
Lightweight TrickVOS (PT)
Jaccard (Mean)
88.7
F-measure (Mean)
89.9
J&F
89.3
Speed (FPS)
86.4
TrickVOS: A Bag of Tricks for Video Object Segmentation
2023-06-27
연결 없음
DeAOT-S
Jaccard (Mean)
87.6
F-measure (Mean)
90.9
J&F
89.3
Speed (FPS)
49.2
Decoupling Features in Hierarchical Propagation for Video Object Segmentation
2022-10-18
코드 1 · 코드 2
DeAOT-T
Jaccard (Mean)
87.8
F-measure (Mean)
89.9
J&F
88.9
Speed (FPS)
63.5
Decoupling Features in Hierarchical Propagation for Video Object Segmentation
2022-10-18
코드 1 · 코드 2
RMNet
Jaccard (Mean)
88.9
F-measure (Mean)
88.7
J&F
88.8
Efficient Regional Memory Network for Video Object Segmentation
2021-03-24
코드 1
MHP-VOS
Jaccard (Mean)
87.6
Jaccard (Recall)
97.3
Jaccard (Decay)
6.9
F-measure (Mean)
89.5
F-measure (Recall)
95.5
F-measure (Decay)
9.0
J&F
88.55
MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation
2019-04-17
코드 1
SWEM (val)
Jaccard (Mean)
87.3
F-measure (Mean)
89.0
J&F
88.1
Speed (FPS)
36
SWEM: Towards Real-Time Video Object Segmentation with Sequential Weighted Expectation-Maximization
2022-08-22
코드 1
XMem (DAVIS only)
Jaccard (Mean)
86.7
F-measure (Mean)
88.9
J&F
87.8
Speed (FPS)
29.6
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
2022-07-14
코드 1 · 코드 2
RANet+ (online learning)
Jaccard (Mean)
86.6
Jaccard (Recall)
97
Jaccard (Decay)
7.4
F-measure (Mean)
87.6
F-measure (Recall)
96.1
F-measure (Decay)
8.2
J&F
87.1
RANet: Ranking Attention Network for Fast Video Object Segmentation
2019-08-19
코드 1 · 코드 2
e-OSVOS
Jaccard (Mean)
86.6
Jaccard (Decay)
4.5
F-measure (Mean)
87.0
J&F
86.8
Make One-Shot Video Object Segmentation Efficient Again
2020-12-03
코드 1 · 코드 2 · 코드 3 · 코드 4
AOT-T
Jaccard (Mean)
86.1
F-measure (Mean)
87.4
J&F
86.8
Speed (FPS)
51.4
Associating Objects with Transformers for Video Object Segmentation
2021-06-04
코드 1 · 코드 2
PReMVOS
Jaccard (Mean)
84.9
Jaccard (Recall)
96.1
Jaccard (Decay)
8.8
F-measure (Mean)
88.6
F-measure (Recall)
94.7
F-measure (Decay)
9.8
J&F
86.75
PReMVOS: Proposal-generation, Refinement and Merging for Video Object Segmentation
2018-07-24
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
OSVOS-S
Jaccard (Mean)
85.6
Jaccard (Recall)
96.8
Jaccard (Decay)
5.5
F-measure (Mean)
87.5
F-measure (Recall)
95.9
F-measure (Decay)
8.2
J&F
86.55
Video Object Segmentation Without Temporal Information
2017-09-18
연결 없음
LSMVOS
Jaccard (Mean)
85.7
Jaccard (Recall)
97.1
Jaccard (Decay)
5.1
F-measure (Mean)
87.3
F-measure (Recall)
96.1
F-measure (Decay)
4.9
J&F
86.5
LSMVOS: Long-Short-Term Similarity Matching for Video Object
2020-09-02
코드 1
SSM-VOS
Jaccard (Mean)
86.2
Jaccard (Recall)
97.1
Jaccard (Decay)
5.3
F-measure (Mean)
85.6
F-measure (Recall)
92.3
F-measure (Decay)
5.6
J&F
85.9
Speed (FPS)
36.5
Separable Structure Modeling for Semi-supervised Video Object Segmentation
2021-02-18
코드 1
OnAVOS
Jaccard (Mean)
86.1
Jaccard (Recall)
96.1
Jaccard (Decay)
5.2
F-measure (Mean)
84.9
F-measure (Recall)
89.7
F-measure (Decay)
5.8
J&F
85.5
Online Adaptation of Convolutional Neural Networks for Video Object Segmentation
2017-06-28
연결 없음
RANet
Jaccard (Mean)
85.5
Jaccard (Recall)
97.2
Jaccard (Decay)
6.2
F-measure (Mean)
85.4
F-measure (Recall)
94.9
F-measure (Decay)
5.1
J&F
85.45
RANet: Ranking Attention Network for Fast Video Object Segmentation
2019-08-19
코드 1 · 코드 2
CINM
Jaccard (Mean)
83.4
Jaccard (Recall)
94.9
Jaccard (Decay)
12.3
F-measure (Mean)
85.0
F-measure (Recall)
92.1
F-measure (Decay)
14.7
J&F
84.2
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF
2018-03-26
연결 없음
Spatiotemporal CNN
Jaccard (Mean)
83.8
F-measure (Mean)
83.8
J&F
83.8
Spatiotemporal CNN for Video Object Segmentation
2019-04-04
코드 1
VOSwL
Jaccard (Mean)
83.1
Jaccard (Recall)
95.7
Jaccard (Decay)
6.9
F-measure (Mean)
84.2
F-measure (Recall)
93.9
F-measure (Decay)
8.6
J&F
83.65
Video Object Segmentation with Language Referring Expressions
2018-03-21
연결 없음
Lucid
Jaccard (Mean)
83.9
Jaccard (Recall)
95.0
Jaccard (Decay)
9.1
F-measure (Mean)
82.0
F-measure (Recall)
88.1
F-measure (Decay)
9.7
J&F
82.95
Lucid Data Dreaming for Video Object Segmentation
2017-03-28
코드 1 · 코드 2 · 코드 3 · 코드 4
AGAME
Jaccard (Mean)
81.5
Jaccard (Recall)
93.6
Jaccard (Decay)
9.4
F-measure (Mean)
82.2
F-measure (Recall)
90.3
F-measure (Decay)
9.8
J&F
81.85
A Generative Appearance Model for End-to-end Video Object Segmentation
2018-11-28
코드 1
RGMP
Jaccard (Mean)
81.5
Jaccard (Recall)
91.7
Jaccard (Decay)
10.9
F-measure (Mean)
82.0
F-measure (Recall)
90.8
F-measure (Decay)
10.1
J&F
81.75
Fast Video Object Segmentation by Reference-Guided Mask Propagation
2018-06-01
코드 1 · 코드 2
FRTM (val)
J&F
81.7
Speed (FPS)
21.9
Learning Fast and Robust Target Models for Video Object Segmentation
2020-02-27
코드 1 · 코드 2
FEELVOS
Jaccard (Mean)
81.1
Jaccard (Recall)
90.5
Jaccard (Decay)
13.7
F-measure (Mean)
82.2
F-measure (Recall)
86.6
F-measure (Decay)
14.1
J&F
81.65
FEELVOS: Fast End-to-End Embedding Learning for Video Object Segmentation
2019-02-25
코드 1 · 코드 2 · 코드 3
CRVOS
Jaccard (Mean)
82.2
Jaccard (Recall)
93.9
Jaccard (Decay)
10.0
F-measure (Mean)
81.0
F-measure (Recall)
90.3
F-measure (Decay)
8.8
J&F
81.6
CRVOS: Clue Refining Network for Video Object Segmentation
2020-02-10
코드 1
FAVOS
Jaccard (Mean)
82.4
Jaccard (Recall)
96.5
Jaccard (Decay)
4.5
F-measure (Mean)
79.5
F-measure (Recall)
89.4
F-measure (Decay)
5.5
J&F
80.95
Fast and Accurate Online Video Object Segmentation via Tracking Parts
2018-06-06
코드 1 · 코드 2