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Interactive Video Object Segmentation on DAVIS 2017 (val)

88.4AUC-J&FSTCN
-2.7726420.8971844.56768.23682Jul 16, 2020Sep 8, 2020Nov 2, 2020Dec 27, 2020Feb 19, 2021Apr 15, 2021Jun 9, 2021

Evaluation results

MethodLinks
STCNPre-training=BL30K2021.0688.4——88.8————7.3
MiVOSinteractions=3 frames2021.0387.9———84.985.488.5——
MiVOSPre-training=BL30K2021.0687.9——88.5————12
GISFrame selection=RS42021.0485.6——86.682——82.9—
GIS2021.0685.6——86.6————34
GISFrame selection=RS12021.0485.5——86.481.8——82.7—
GISFrame selection=Ground-truth (GT)2021.0485.3——86.381.7——82.6—
Oh et al. [24]2021.0483.9——84.8—————
ATNetinteractions=8 rounds2021.0380.9———77.17982.7——
Heo et al.Extra data=true2021.0380.9———77.1————
Heo et al. [7]2021.0480.9——82.777.1——79—
ATNet2021.0680.9——82.7—————
STMinteractions=8 rounds2021.0380.3—————84.8——
STM2021.0680.3——84.8————37
Miao et al. [20]2021.0478.7——79.574.9——76.1—
Oh et al. [22]2021.0477.8——78.769.1——73.4—
GNN-based Interactive VOSExtra data=false2021.0376.4———73.5————
Proposed2020.070.80977.1790.827—————
Ren et al.2020.070.766——0.78—————
Heo et al.2020.070.73470.472.50.752—————
Heo et al.Optical Flow=false, CRF post-processing=false, Additional YoutubeVOS training=true2020.03—69.869.1——————
Heo et al.Optical Flow=true, CRF post-processing=true, Additional YoutubeVOS training=true2020.03—70.472.5——————
Heo et al.Extra data=true2021.03————70.4————
MA-NetOptical Flow=false, CRF post-processing=false, Additional YoutubeVOS training=false2020.03—74.976.1——————
MANetinteractions=8 rounds2021.03————74.976.1———
Miao et al.Extra data=false2021.03————74.9————
Najafi et al.Optical Flow=false, CRF post-processing=false, Additional YoutubeVOS training=true2020.03—70.254.8——————
Najafi et al.2020.07—70.254.8——————
Najafi et al.Extra data=false2021.03————70.2————
Oh et al.Optical Flow=false, CRF post-processing=false, Additional YoutubeVOS training=true2020.03—69.173.4——————
Oh et al.2020.07—69.173.4——————
Oh et al.interactions=8 rounds2021.03————69.173.4———
Oh et al.Extra data=true2021.03————69.1————
Oh et al.Extra data=false2021.03————55.5————