Video Object Segmentation on DAVIS 2016

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J&F

Rank	Model	J&F	F-Score	Jaccard (Mean)	mIoU	Contour Accuracy	Paper	Code	Year
21	VOSwL (Mask+Language)	–	–	–	84.5	–	Video Object Segmentation with Language Referring Expressions		2018
22	VOSwL (Language)	–	–	–	82.8	–	Video Object Segmentation with Language Referring Expressions		2018
23	LOCATE	–	–	–	80.9	88.7	LOCATE: Self-supervised Object Discovery via Flow-guided Graph-cut and Bootstrapped Self-training	silky1708/locate	2023
24	FODVid	–	–	–	78.71	–	FODVid: Flow-guided Object Discovery in Videos		2023
25	ISVOS (BL30K, MS)	93.4	94.2	92.5	–	–	Look Before You Match: Instance Understanding Matters in Video Object Segmentation		2022
26	XMem (BL30K, MS)	93.3	94.4	92.2	–	–	XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model	hkchengrex/XMem · tianyuan168326/videosemanticcompression-pytorch	2022
27	BATMAN (val)	92.5	94.2	90.7	–	–	BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation		2022
28	STCN (val)	91.6	92.5	90.8	–	–	BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation		2022
29	XMem	91.5	92.7	90.4	–	–	XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model	hkchengrex/XMem · tianyuan168326/videosemanticcompression-pytorch	2022
30	MobileVOS (val)	91.4	92.6	90.3	–	–	MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge Distillation		2023
31	AOT (val)	91.1	92.1	90.1	–	–	BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation		2022
32	LCM (val)	90.7	91.4	89.9	–	–	BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation		2022
33	RPCMVOS (val)	90.6	94	87.1	–	–	BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation		2022
34	KMN (val)	90.5	91.5	89.5	–	–	BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation		2022
34	TransVOS (val)	90.5	91.2	89.8	–	–	BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation		2022
36	CFBI+ (val)	89.9	91.1	88.7	–	–	BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation		2022
37	ViTAE-T-Stage	89.8	90.4	89.2	–	–	ViTAE: Vision Transformer Advanced by Exploring Intrinsic Inductive Bias	ViTAE-Transformer/ViTAE-Transformer · Annbless/ViTAE	2021
38	CFBI (val)	89.4	90.5	88.3	–	–	BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation		2022
39	RMN (val)	88.8	88.7	88.9	–	–	BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation		2022
40	AOC-MF (val)	–	94.7	88.5	–	–	Towards Robust Video Object Segmentation with Adaptive Object Calibration	jerryx1110/robust-video-object-segmentation	2022