Video Object Segmentation On Youtube Vos

评估指标

F-Measure (Seen)

F-Measure (Unseen)

Jaccard (Seen)

Jaccard (Unseen)

Overall

Params(M)

Speed (FPS)

评测结果

各个模型在此基准测试上的表现结果

模型名称	F-Measure (Seen)	F-Measure (Unseen)	Jaccard (Seen)	Jaccard (Unseen)	Overall	Params(M)	Speed (FPS)	Paper Title
AOT-T (all frames)	84.7	83.5	80.0	75.2	80.9	5.3	41.0	Associating Objects with Transformers for Video Object Segmentation
STCN	87.9	87.3	83.2	79.0	-	-	-	Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation
STM	-	-	-	-	68.2	-	-	Video Object Segmentation using Space-Time Memory Networks
CFBI	85.8	83.4	81.1	75.3	81.4	66.3	3.4	Collaborative Video Object Segmentation by Foreground-Background Integration
XMem (MS)	89.9	89.9	85.3	81.7	86.7	-	-	XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
S2S	70.0	61.2	71.0	-	64.4	-	55.5	YouTube-VOS: Sequence-to-Sequence Video Object Segmentation
R50-AOTv2-L (all frames)	90.2	87.3	85.1	78.9	85.4	15.1	-	Scalable Video Object Segmentation with Identification Mechanism
KMN	85.6	83.3	81.4	75.3	81.4	-	-	Kernelized Memory Network for Video Object Segmentation
R50-AOT-L (all frames)	89.5	88.2	84.5	79.6	85.5	14.9	6.4	Associating Objects with Transformers for Video Object Segmentation
R50-DeAOT-L	89.9	88.7	84.9	80.4	86.0	19.8	-	Decoupling Features in Hierarchical Propagation for Video Object Segmentation
R50-AOST (L'=2)	88.5	87.2	83.5	78.8	84.5	13.9	-	Scalable Video Object Segmentation with Identification Mechanism
MiVOS	84.7	85.5	80.6	77.3	82.0	-	-	Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion
XMem	89.3	88.7	84.6	80.2	85.7	-	22.6	XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model
OSVOS	60.5	60.7	59.8	54.2	58.8	-	0.10	One-Shot Video Object Segmentation
DeAOT-L	89.4	-	84.2	78.6	84.8	-	-	Decoupling Features in Hierarchical Propagation for Video Object Segmentation
AOT-B (all frames)	88.5	86.5	83.6	78.0	84.1	8.3	20.5	Associating Objects with Transformers for Video Object Segmentation
AFB-URR	83.1	82.6	78.8	74.1	79.6	-	-	Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region Refinement
RPCMVOS	87.7	86.7	83.1	-	84	-	-	Reliable Propagation-Correction Modulation for Video Object Segmentation
R50-AOST (L'=3)	88.8	87.9	83.8	79.3	85.0	15.4	-	Scalable Video Object Segmentation with Identification Mechanism
SwinB-DeAOT-L	90.6	88.4	85.6	80.0	86.2	70.3	-	Decoupling Features in Hierarchical Propagation for Video Object Segmentation

0 of 53 row(s) selected.