Dialogue on Visual Dialog v1.0 test-std

Metric: R@1 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	R@1▼	Extra Data	Paper	Date↕	Code
1	2 Step: Factor Graph Attention + VD-Bert	58.3	No	Ensemble of MRR and NDCG models for Visual Dialog	2021-04-15	Code
2	MRR ensemble (Naive)	58.27	No	-	-	-
3	Two-Step(refactor)	58.17	No	-	-	-
4	Ensemble FGA + BERT	57.07	No	-	-	-
5	5xFGA (F-RCNNx101)	55.65	No	Factor Graph Attention	2019-04-11	Code
6	CAF	54.67	No	-	-	-
7	bert-double-stream-finetuning	54.37	No	-	-	-
8	w/ VQA + CC, single model	53.85	No	-	-	-
9	test1	53.85	No	-	-	-
10	sh101	53.75	No	-	-	-
11	Transformer+2cons	52.62	No	-	-	-
12	SCL_48	52.52	No	-	-	-
13	CARE(Single Model)	51.82	No	-	-	-
14	Bert2constraints	51.73	No	-	-	-
15	single model	51.62	No	-	-	-
16	MVAN	51.45	No	Multi-View Attention Network for Visual Dialog	2020-04-29	Code
17	jiuyigedian	51.32	No	-	-	-
18	gr	51.25	No	-	-	-
19	1	50.88	No	-	-	-
20	HACAN	50.88	No	Making History Matter: History-Advantage Sequenc...	2019-02-25	-
21	zxcdd	50.8	No	-	-	-
22	Bert(two-stream)	50.78	No	-	-	-
23	disc	50.7	No	-	-	-
24	211	50.62	No	-	-	-
25	zuizhong	50.58	No	-	-	-
26	single-model	50.48	No	-	-	-
27	lijunlin_7	50.3	No	-	-	-
28	CAG	49.85	No	Iterative Context-Aware Graph Inference for Visu...	2020-04-05	Code
29	clean_wac_4freeze	49.75	No	-	-	-
30	lijunlin_9	49.68	No	-	-	-
31	DAN	49.63	No	Dual Attention Networks for Visual Reference Res...	2019-02-25	Code
32	lkh(single-model)	49.48	No	-	-	-
33	DualVD	49.25	No	DualVD: An Adaptive Dual Encoding Model for Deep...	2019-11-17	Code
34	ERIC666	49.18	No	-	-	-
35	RVA	49.03	No	Recursive Visual Attention in Visual Dialog	2018-12-06	Code
36	kbgn_disc_5	48.6	No	-	-	-
37	wqedasd(single model)	48.4	No	-	-	-
38	Synergistic	47.9	No	Image-Question-Answer Synergistic Network for Vi...	2019-02-26	-
39	eightepoch	47.58	No	-	-	-
40	CorefNMN (ResNet-152)	47.55	No	Visual Coreference Resolution in Visual Dialog u...	2018-09-06	Code
41	single-model	47.45	No	-	-	-
42	GNN	47.33	No	Reasoning Visual Dialogs with Structural and Par...	2019-04-11	Code
43	DLC-4	46.83	No	-	-	-
44	jkl	46.35	No	-	-	-
45	adasd	45.6	No	-	-	-
46	1	45.42	No	-	-	-
47	shanshandu	45.3	No	-	-	-
48	Ensemble + Fine-tuning	45.17	No	-	-	-
49	1	45.17	No	-	-	-
50	1	44.82	No	-	-	-
51	VD-PCR	44.75	No	-	-	-
52	P1P2+Distill+Ensemble	44.45	No	-	-	-
53	ensemble, finetune	44.32	No	-	-	-
54	sdfsdaf	44.27	No	-	-	-
55	1	44.22	No	-	-	-
56	7	44.2	No	-	-	-
57	NMN	44.15	No	Learning to Reason: End-to-End Module Networks f...	2017-04-18	Code
58	Disc, Dense, 4 Ensemble.	43.23	No	-	-	-
59	gat_disc_relto_4	42.7	No	-	-	-
60	gat_disc_3	41.4	No	-	-	-
61	MN-QIH-D	40.98	No	Visual Dialog	2016-11-26	Code
62	MN-QIH-D	40.95	No	Visual Dialog	2016-11-26	Code
63	HRE-QIH-D	39.93	No	Visual Dialog	2016-11-26	Code
64	Ensemble + Finetune	38.92	No	Efficient Attention Mechanism for Visual Dialog ...	2019-11-26	Code
65	Ensemble	38.9	No	-	-	-
66	CE-finetuned, single model	37.95	No	-	-	-
67	mvan_len40_test	36.93	No	-	-	-
68	paratraining1epoch	36.83	No	-	-	-
69	2	36.35	No	-	-	-
70	trainval_ch_9	35.9	No	-	-	-
71	5-2	35.88	No	-	-	-
72	10	35.77	No	-	-	-
73	5_4	34.65	No	-	-	-
74	20	33.5	No	-	-	-
75	Single	29.5	No	-	-	-
76	2	27.82	No	-	-	-
77	simple_test	25.85	No	-	-	-
78	5TS	25.65	No	-	-	-
79	czczx	16.62	No	-	-	-
80	qqhe	3.02	No	-	-	-

#12 Step: Factor Graph Attention + VD-BertSOTA
58.3
R@1· 2021-04-15
Ensemble of MRR and NDCG models for Visual Dialog Code
#2MRR ensemble (Naive)
58.27
R@1
No paper
#3Two-Step(refactor)
58.17
R@1
No paper
#4Ensemble FGA + BERT
57.07
R@1
No paper
#55xFGA (F-RCNNx101)SOTA
55.65
R@1· 2019-04-11
Factor Graph Attention Code
#6CAF
54.67
R@1
No paper
#7bert-double-stream-finetuning
54.37
R@1
No paper
#8w/ VQA + CC, single model
53.85
R@1
No paper
#9test1
53.85
R@1
No paper
#10sh101
53.75
R@1
No paper
#11Transformer+2cons
52.62
R@1
No paper
#12SCL_48
52.52
R@1
No paper
#13CARE(Single Model)
51.82
R@1
No paper
#14Bert2constraints
51.73
R@1
No paper
#15single model
51.62
R@1
No paper
#16MVAN
51.45
R@1· 2020-04-29
Multi-View Attention Network for Visual Dialog Code
#17jiuyigedian
51.32
R@1
No paper
#18gr
51.25
R@1
No paper
#191
50.88
R@1
No paper
#20HACANSOTA
50.88
R@1· 2019-02-25
Making History Matter: History-Advantage Sequence Training for Visual Dialog
#21zxcdd
50.8
R@1
No paper
#22Bert(two-stream)
50.78
R@1
No paper
#23disc
50.7
R@1
No paper
#24211
50.62
R@1
No paper
#25zuizhong
50.58
R@1
No paper
#26single-model
50.48
R@1
No paper
#27lijunlin_7
50.3
R@1
No paper
#28CAG
49.85
R@1· 2020-04-05
Iterative Context-Aware Graph Inference for Visual Dialog Code
#29clean_wac_4freeze
49.75
R@1
No paper
#30lijunlin_9
49.68
R@1
No paper
#31DAN
49.63
R@1· 2019-02-25
Dual Attention Networks for Visual Reference Resolution in Visual Dialog Code
#32lkh(single-model)
49.48
R@1
No paper
#33DualVD
49.25
R@1· 2019-11-17
DualVD: An Adaptive Dual Encoding Model for Deep Visual Understanding in Visual Dialogue Code
#34ERIC666
49.18
R@1
No paper
#35RVASOTA
49.03
R@1· 2018-12-06
Recursive Visual Attention in Visual Dialog Code
#36kbgn_disc_5
48.6
R@1
No paper
#37wqedasd(single model)
48.4
R@1
No paper
#38Synergistic
47.9
R@1· 2019-02-26
Image-Question-Answer Synergistic Network for Visual Dialog
#39eightepoch
47.58
R@1
No paper
#40CorefNMN (ResNet-152)SOTA
47.55
R@1· 2018-09-06
Visual Coreference Resolution in Visual Dialog using Neural Module Networks Code
#41single-model
47.45
R@1
No paper
#42GNN
47.33
R@1· 2019-04-11
Reasoning Visual Dialogs with Structural and Partial Observations Code
#43DLC-4
46.83
R@1
No paper
#44jkl
46.35
R@1
No paper
#45adasd
45.6
R@1
No paper
#461
45.42
R@1
No paper
#47shanshandu
45.3
R@1
No paper
#48Ensemble + Fine-tuning
45.17
R@1
No paper
#491
45.17
R@1
No paper
#501
44.82
R@1
No paper
#51VD-PCR
44.75
R@1
No paper
#52P1P2+Distill+Ensemble
44.45
R@1
No paper
#53ensemble, finetune
44.32
R@1
No paper
#54sdfsdaf
44.27
R@1
No paper
#551
44.22
R@1
No paper
#567
44.2
R@1
No paper
#57NMNSOTA
44.15
R@1· 2017-04-18
Learning to Reason: End-to-End Module Networks for Visual Question Answering Code
#58Disc, Dense, 4 Ensemble.
43.23
R@1
No paper
#59gat_disc_relto_4
42.7
R@1
No paper
#60gat_disc_3
41.4
R@1
No paper
#61MN-QIH-DSOTA
40.98
R@1· 2016-11-26
Visual Dialog Code
#62MN-QIH-D
40.95
R@1· 2016-11-26
Visual Dialog Code
#63HRE-QIH-D
39.93
R@1· 2016-11-26
Visual Dialog Code
#64Ensemble + Finetune
38.92
R@1· 2019-11-26
Efficient Attention Mechanism for Visual Dialog that can Handle All the Interactions between Multiple Inputs Code
#65Ensemble
38.9
R@1
No paper
#66CE-finetuned, single model
37.95
R@1
No paper
#67mvan_len40_test
36.93
R@1
No paper
#68paratraining1epoch
36.83
R@1
No paper
#692
36.35
R@1
No paper
#70trainval_ch_9
35.9
R@1
No paper
#715-2
35.88
R@1
No paper
#7210
35.77
R@1
No paper
#735_4
34.65
R@1
No paper
#7420
33.5
R@1
No paper
#75Single
29.5
R@1
No paper
#762
27.82
R@1
No paper
#77simple_test
25.85
R@1
No paper
#785TS
25.65
R@1
No paper
#79czczx
16.62
R@1
No paper
#80qqhe
3.02
R@1
No paper