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Video Object Segmentation
벤치마크
Video Object Segmentation on DAVIS 2017 (val)
34개 결과 ·
⬇ CSV
·
JSON
Mean Jaccard & F-Measure
74.6
78.32
82.05
85.78
89.5
2022-07
2026-09
XMem (BLK30K, MS) — 89.5 (2022-07-14)
XMem — 86.2 (2022-07-14)
XMem (BLK30K, MS) — 89.5 (2022-07-14)
XMem — 86.2 (2022-07-14)
BATMAN — 86.2 (2022-08-01)
STCN — 85.4 (2022-08-01)
AOT — 84.9 (2022-08-01)
TransVOS — 83.9 (2022-08-01)
RPCMVOS — 83.7 (2022-08-01)
RMN — 83.5 (2022-08-01)
CFBI+ — 82.9 (2022-08-01)
KMN — 82.8 (2022-08-01)
SST — 82.5 (2022-08-01)
CFBI — 81.9 (2022-08-01)
LWL — 81.6 (2022-08-01)
AFB-URR — 74.6 (2022-08-01)
BATMAN — 86.2 (2022-08-01)
STCN — 85.4 (2022-08-01)
AOT — 84.9 (2022-08-01)
TransVOS — 83.9 (2022-08-01)
RPCMVOS — 83.7 (2022-08-01)
RMN — 83.5 (2022-08-01)
CFBI+ — 82.9 (2022-08-01)
KMN — 82.8 (2022-08-01)
SST — 82.5 (2022-08-01)
CFBI — 81.9 (2022-08-01)
LWL — 81.6 (2022-08-01)
AFB-URR — 74.6 (2022-08-01)
UniVS(Swin-L) — 76.2 (2024-02-28)
UniVS(Swin-L) — 76.2 (2024-02-28)
XMem (BLK30K, MS) — 89.5 (2022-07-14)
2022-07-14 — XMem (BLK30K, MS): Mean Jaccard & F-Measure 89.5
Rank
Model
Mean Jaccard & F-Measure
F-measure
Jaccard
Extra Training Data
Paper
Code
Year
1
XMem (BLK30K, MS)
89.5
92.6
86.3
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
hkchengrex/XMem
·
tianyuan168326/videosemanticcompression-pytorch
2022
2
XMem
86.2
89.5
82.9
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
hkchengrex/XMem
·
tianyuan168326/videosemanticcompression-pytorch
2022
2
BATMAN
86.2
89.3
–
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
2022
4
STCN
85.4
88.6
82.2
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
2022
5
AOT
84.9
87.5
82.3
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
2022
6
TransVOS
83.9
86.4
81.4
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
2022
7
RPCMVOS
83.7
–
81.3
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
2022
8
RMN
83.5
86
81
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
2022
9
CFBI+
82.9
85.7
80.1
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
2022
10
KMN
82.8
85.6
80
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
2022
11
SST
82.5
85.1
79.9
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
2022
12
CFBI
81.9
84.5
79.3
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
2022
13
LWL
81.6
84.1
79.1
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
2022
14
UniVS(Swin-L)
76.2
79.5
72.8
✓
UniVS: Unified and Universal Video Segmentation with Prompts as Queries
minghanli/univs
2024
15
AFB-URR
74.6
76.1
73
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
2022
16
LCM
–
86.5
80.5
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
2022
17
STM
–
84.3
79.2
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
2022
18
XMem (BLK30K, MS)
89.5
92.6
86.3
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
hkchengrex/XMem
·
tianyuan168326/videosemanticcompression-pytorch
2022
19
XMem
86.2
89.5
82.9
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
hkchengrex/XMem
·
tianyuan168326/videosemanticcompression-pytorch
2022
19
BATMAN
86.2
89.3
–
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation
2022
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