DAVIS 2017 (val) Benchmark (Semi-Supervised Video Object Segmentation)

81 rows 68 with code listed 9 metrics Dataset page

The semi-supervised scenario assumes the user inputs a full mask of the object(s) of interest in the first frame of a video sequence. Methods have to produce the segmentation mask for that object(s) in the subsequent frames.

The archive carries no text for this table; the description above is the archive's text for the task Semi-Supervised Video Object Segmentation. archive 2025-07-28

Over time archive 2025-07-28

Metric Extra training data

The chart needs JavaScript; the table below carries every value.

Direction inferred from the metric name, not from the archive: Jaccard (Recall) (higher is better), F-measure (Recall) (higher is better), Params(M) (lower is better). Not inferred (points only, no best-so-far line): J&F, Jaccard (Mean), Jaccard (Decay), F-measure (Mean), F-measure (Decay), Speed (FPS). Points are placed at the row's paper date; 81 of 81 rows carry one.

Results archive 2025-07-28

Archive rows end at the archive snapshot, 2025-07-28: no result published after that date is in this table. Rank is the archive's row order at that snapshot; not re-ranked here. Metric values are the archive's strings. Column headers sort the table in your browser; each row keeps its archive rank.

												Paper	Code		Ran Syntology	Report
1	SAM2	90.7								224.4	✓	Paper	Code	2024	28 of 49 ran · 21 unverified	report
2	Cutie+ (base)	90.5	87.5			93.4				17.9	✓	Paper	Code	2023	3 of 5 ran · 2 unverified	report
3	ISVOS (BL30K, MS)	89.8	86.7			93.0					✓	Paper	–	2022	no code linked	report
4	XMem (BL30K, MS)	89.5	86.3			92.6					✓	Paper	Code	2022	1 of 3 ran · 2 unverified	report
5	ISVOS (MS)	88.6	85.8	91.4							✓	Paper	–	2022	no code linked	report
6	XMem (MS)	88.2	85.4			91.0					✓	Paper	Code	2022	1 of 3 ran · 2 unverified	report
7	ISVOS (BL30K)	88.2	84.5			91.9					✓	Paper	–	2022	no code linked	report
8	Cutie+ (base, MEGA)	88.1	85.5			90.8			17.9		✓	Paper	Code	2023	3 of 5 ran · 2 unverified	report
9	JIMD	88.1	85.2			91.0					–	Paper	–	2024	no code linked	report
10	Cutie (base)	87.9	84.6			91.1				36.4	–	Paper	Code	2023	3 of 5 ran · 2 unverified	report
11	XMem (BL30K)	87.7	84.0			91.4			22.6		✓	Paper	Code	2022	1 of 3 ran · 2 unverified	report
12	DEVA	87.6	84.2			91.0			25.3		✓	Paper	Code	2023	7 of 10 ran · 3 unverified	report
13	SwinB-AOTv2-L (MS)	87.0	84.2			89.8			1.3	65.6	–	Paper	Code	2022	linked, not harvested	report
14	SwinB-AOST (L'=3, MS)	86.7	83.8			89.5			1.3	65.6	–	Paper	Code	2022	linked, not harvested	report
15	SwinB-AOTv2-L	86.3	83.1			89.4			12.0	65.6	–	Paper	Code	2022	linked, not harvested	report
16	SwinB-DeAOT-L	86.2	83.1			89.2			15.4	70.3	–	Paper	Code	2022	linked, not harvested	report
17	XMem	86.2	82.9			89.5			22.6		✓	Paper	Code	2022	1 of 3 ran · 2 unverified	report
18	RAVOS	86.1	82.9			89.3			42 (on 3090)		✓	Paper	–	2022	no code linked	report
19	R50-AOST (L'=3)	85.6	82.6			88.5			17.5	15.4	–	Paper	Code	2022	linked, not harvested	report
20	QDMN	85.6	82.5			88.6					✓	Paper	Code	2022	0 of 1 ran · 1 unverified	report
21	SwinB-AOT-L	85.4	82.4			88.4			12.1	65.4	–	Paper	Code	2021	linked, not harvested	report
22	R50-AOST (L'=2)	85.3	82.5			88.0			24.3	13.9	–	Paper	Code	2022	linked, not harvested	report
23	STCN	85.3	82.0	91.3	6.2	88.6	94.6	85.3	20.2		✓	Paper	Code	2021	6 of 10 ran · 4 unverified	report
24	TarViS	85.3	81.7			88.5					✓	Paper	Code	2023	0 of 6 ran · 6 unverified	report
25	R50-DeAOT-L	85.2	82.2			88.2			27.0	19.8	–	Paper	Code	2022	linked, not harvested	report
26	R50-AOT-L	84.9	82.3			87.5			18.0	14.9	–	Paper	Code	2021	linked, not harvested	report
27	HMMN	84.7	81.9			87.5					✓	Paper	Code	2021	5 of 8 ran · 3 unverified	report
28	MiVOS	84.5	81.7	90.9	7.0	87.4	93.1	8.2	11.2		✓	Paper	Code	2021	9 of 18 ran · 9 unverified	report
29	XMem (DAVIS and YouTubeVOS only)	84.5	81.4			87.6			22.6		✓	Paper	Code	2022	1 of 3 ran · 2 unverified	report
30	DeAOT-L	84.1	81.0			87.1			28.5	13.2	–	Paper	Code	2022	linked, not harvested	report
31	AOT-L	83.8	81.1			86.4			18.7	8.3	–	Paper	Code	2021	linked, not harvested	report
32	RPCMVOS	83.7	81.3			86					–	Paper	Code	2021	1 of 5 ran · 4 unverified	report
33	R50-AOST (L'=1)	83.7	81.2			86.1			37.4	12.5	–	Paper	Code	2022	linked, not harvested	report
34	RMNet	83.5	81.0			86.0					–	Paper	Code	2021	5 of 10 ran · 5 unverified	report
35	CFBI+	82.9	80.1			85.7					–	Paper	Code	2020	0 of 2 ran · 2 unverified	report
36	KMN	82.8	80			85.6					–	Paper	Code	2020	linked, not harvested	report
37	AOT-B	82.5	79.7			85.2			29.6	8.3	–	Paper	Code	2021	linked, not harvested	report
38	MobileVOS (BL30K)	82.3				88.9			90.6	8.1	✓	Paper	–	2023	no code linked	report
39	DeAOT-B	82.2	79.2			85.1			40.9	13.2	–	Paper	Code	2022	linked, not harvested	report
40	CFBI	81.9	79.1			84.6					–	Paper	Code	2020	linked, not harvested	report
41	STM	81.75	79.2	88.7	8.0	84.3	91.8	10.5			✓	Paper	Code	2019	1 of 1 ran · 0 unverified	report
42	AOT-S	81.3	78.7			83.9			40.0	7.0	–	Paper	Code	2021	linked, not harvested	report
43	DeAOT-S	80.8	77.8			83.8			49.2	10.2	–	Paper	Code	2022	linked, not harvested	report
44	DeAOT-T	80.5	77.7			83.3			63.5	7.2	–	Paper	Code	2022	linked, not harvested	report
45	MobileVOS	80.2				87.1			90.6	8.1	–	Paper	–	2023	no code linked	report
46	AOT-T	79.9	77.4			82.3			51.4	5.7	–	Paper	Code	2021	linked, not harvested	report
47	JOINT	78.6	76.0			81.2					–	Paper	Code	2021	0 of 1 ran · 1 unverified	report
48	PReMVOS	77.85	73.9	83.1	16.2	81.8	88.9	19.5			–	Paper	Code	2018	3 of 15 ran · 12 unverified	report
49	SSM-VOS	77.6	75.3		11.7	79.9		15.3	22.3		–	Paper	Code	2021	linked, not harvested	report
50	LSMVOS	77.4	73.9	83.6	12.9	80.8	91.3	15.7			–	Paper	Code	2020	linked, not harvested	report
51	SWEM	77.2	74.5			79.8					–	Paper	Code	2022	linked, not harvested	report
52	e-OSVOS	77.2	74.4		13.0	80.0					✓	Paper	Code	2020	linked, not harvested	report
53	XMem (DAVIS only)	76.7	74.1			79.3			22.6		–	Paper	Code	2022	1 of 3 ran · 2 unverified	report
54	MHP-VOS	76.15	73.4	83.5	17.8	78.9	87.2	19.1			–	Paper	Code	2019	linked, not harvested	report
55	PTSNet	74.65	71.6			77.7					–	Paper	Code	2019	linked, not harvested	report
56	AFB-URR	74.6	73.0	85.3	13.8	76.1	87.0	15.5			–	Paper	Code	2020	linked, not harvested	report
57	TVOS	72.3	69.9			74.7					–	Paper	Code	2020	linked, not harvested	report
58	AGAME	71.05	68.5	78.4	14.0	73.6	83.4	15.8			–	Paper	Code	2018	2 of 3 ran · 1 unverified	report
59	CINM	70.6	67.2	74.5	24.6	74.0	81.6	26.2			–	Paper	–	2018	no code linked	report
60	Siam R-CNN	70.55	66.1	74.8	15.8	75.0	82.8	16.2			–	Paper	Code	2019	0 of 4 ran · 4 unverified	report
61	MAMP	69.7	68.3			71.2					–	Paper	Code	2021	0 of 6 ran · 6 unverified	report
62	Araslanov et al.	69.4	67.1	80.9		71.7	84.8				–	Paper	Code	2021	6 of 6 ran · 0 unverified	report
63	OSVOS-S	68	64.7	74.2	15.1	71.3	80.7	18.5			–	Paper	–	2017	no code linked	report
64	RGMP	66.7	64.8	74.1	18.9	68.6	77.7	19.6			–	Paper	Code	2018	linked, not harvested	report
65	AGSS-VOS	66.6	63.4			69.8					–	Paper	Code	2019	linked, not harvested	report
66	RANet	65.7	63.2	73.7	18.6	68.2	78.8	19.7			–	Paper	Code	2019	1 of 12 ran · 11 unverified	report
67	MAST	65.5	63.3	73.2		67.6	77.7				–	Paper	Code	2020	linked, not harvested	report
68	OnAVOS	65.35	61.6	67.4	27.9	69.1	75.4	26.6			–	Paper	–	2017	no code linked	report
69	VideoMatch	62.4	56.5			68.2					–	Paper	–	2018	no code linked	report
70	Spatiotemporal CNN	61.65	58.7			64.6					–	Paper	Code	2019	1 of 1 ran · 0 unverified	report
71	VOSwL (Language)	60.8	58.0								–	Paper	–	2018	no code linked	report
72	RVOS	60.55	57.5	65.2	24.9	63.6	73.2	28.2			–	Paper	Code	2019	linked, not harvested	report
73	OSVOS	60.25	56.6	63.8	26.1	63.9	73.8	27.0			–	Paper	Code	2016	linked, not harvested	report
74	UVC	59.5	57.7	68.3		61.3	69.8				–	Paper	Code	2019	4 of 23 ran · 19 unverified	report
75	FAVOS	58.2	54.6	61.1	14.1	61.8	72.3	18.0			–	Paper	Code	2018	0 of 3 ran · 3 unverified	report
76	SiamMask	56.4	54.3	62.8	19.3	58.5	67.5	20.9			–	Paper	Code	2018	1 of 10 ran · 9 unverified	report
77	MuG-W	56.05	54.1	60.5	32.5	58.0	62.2	37.4			–	Paper	Code	2020	1 of 1 ran · 0 unverified	report
78	OSMN	54.8	52.5	60.9	21.5	57.1	66.1	24.3			–	Paper	Code	2018	linked, not harvested	report
79	CorrFlow	50.3	48.4	53.2		52.2	56.0				–	Paper	Code	2019	linked, not harvested	report
80	CycleTime	48.7	46.4	50.0		50.0	48.0				–	Paper	Code	2019	linked, not harvested	report
81	VOSwL			66.1	22.4	63.5	70.4	24.5			–	Paper	–	2018	no code linked	report

All 81 rows shown. 81 link to a paper page on this site; 21 are marked as using additional training data in the archive. No GitHub stars are tracked; "Code" is the first repository the archive lists for the row. The archive carries no row tags, review links or community-submitted rows for this table; none are shown. archive 2025-07-28

Syntology Ran reads "N of M ran · U unverified": of the M code samples Syntology harvested from repositories linked to that row's paper (joined by arXiv id), N executed on a synthesized input and the other U = M−N are unverified (harvested, no recorded run). It counts code from repositories linked to that row's paper, not this result: the row's number was not reproduced and nothing here is a correctness claim. The other cell texts mean no graph line for the row: "linked, not harvested" (the archive links code, Syntology has not harvested it), "no code linked" (no code link in the archive), "not matched" (the row's paper URL matched no paper on this site). 32 rows have a graph line, from 25 distinct papers; 25 rows (18 papers) have at least one sample that ran. Counting each paper once: Syntology ran 85 of 213 samples; 128 unverified. Separately, 35 of those 213 are pointer-only (licence): the site points at that code rather than redistributing it, a licence property recorded for ran and unverified samples alike; each cell's tooltip carries the row's own pointer-only count. Read from the graph 2026-09-24. Per-sample status is on the paper page.

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