Dialogue on Visual Dialog v1.0 test-std

Metric: NDCG (x 100) (higher is better)

LeaderboardDataset

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Results

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#	Model↕	NDCG (x 100)▼	Extra Data	Paper	Date↕	Code
1	Single	78.7	No	-	-	-
2	P1P2+Distill+Ensemble	77.92	No	-	-	-
3	Ensemble + Fine-tuning	76.43	No	-	-	-
4	ensemble, finetune	76.17	No	-	-	-
5	VD-PCR	76.14	No	-	-	-
6	Ensemble	75.35	No	-	-	-
7	Ensemble + Finetune	74.88	No	Efficient Attention Mechanism for Visual Dialog ...	2019-11-26	Code
8	bert-double-stream-finetuning	74.62	No	-	-	-
9	CE-finetuned, single model	74.47	No	-	-	-
10	2	73.36	No	-	-	-
11	2	73.15	No	-	-	-
12	5_4	73.08	No	-	-	-
13	7	73.07	No	-	-	-
14	1	72.99	No	-	-	-
15	5-2	72.85	No	-	-	-
16	2 Step: Factor Graph Attention + VD-Bert	72.83	No	Ensemble of MRR and NDCG models for Visual Dialog	2021-04-15	Code
17	1	72.8	No	-	-	-
18	10	72.58	No	-	-	-
19	Disc, Dense, 4 Ensemble.	72.41	No	-	-	-
20	shanshandu	72.35	No	-	-	-
21	1	72.33	No	-	-	-
22	20	72.33	No	-	-	-
23	Two-Step(refactor)	72.16	No	-	-	-
24	simple_test	71.91	No	-	-	-
25	1	71.82	No	-	-	-
26	5TS	70.08	No	-	-	-
27	Bert(two-stream)	68.08	No	-	-	-
28	Ensemble FGA + BERT	67.09	No	-	-	-
29	CARE(Single Model)	64.79	No	-	-	-
30	sdfsdaf	64.48	No	-	-	-
31	MRR ensemble (Naive)	64.04	No	-	-	-
32	CAF	63.94	No	-	-	-
33	w/ VQA + CC, single model	63.87	No	-	-	-
34	test1	63.87	No	-	-	-
35	sh101	63.75	No	-	-	-
36	SCL_48	60.91	No	-	-	-
37	Transformer+2cons	60.33	No	-	-	-
38	single-model	60.31	No	-	-	-
39	1	60.19	No	-	-	-
40	211	59.69	No	-	-	-
41	MVAN	59.37	No	Multi-View Attention Network for Visual Dialog	2020-04-29	Code
42	single model	59.33	No	-	-	-
43	gr	59.23	No	-	-	-
44	lkh(single-model)	59	No	-	-	-
45	lijunlin_7	58.59	No	-	-	-
46	wqedasd(single model)	58.56	No	-	-	-
47	Bert2constraints	58.51	No	-	-	-
48	zxcdd	58.49	No	-	-	-
49	jiuyigedian	58.25	No	-	-	-
50	disc	58.19	No	-	-	-
51	lijunlin_9	58.14	No	-	-	-
52	NMN	58.1	No	Learning to Reason: End-to-End Module Networks f...	2017-04-18	Code
53	zuizhong	57.82	No	-	-	-
54	clean_wac_4freeze	57.6	No	-	-	-
55	DAN	57.59	No	Dual Attention Networks for Visual Reference Res...	2019-02-25	Code
56	mvan_len40_test	57.39	No	-	-	-
57	Synergistic	57.32	No	Image-Question-Answer Synergistic Network for Vi...	2019-02-26	-
58	5xFGA (F-RCNNx101)	57.2	No	Factor Graph Attention	2019-04-11	Code
59	HACAN	57.17	No	Making History Matter: History-Advantage Sequenc...	2019-02-25	-
60	CAG	56.64	No	Iterative Context-Aware Graph Inference for Visu...	2020-04-05	Code
61	kbgn_disc_5	56.38	No	-	-	-
62	DualVD	56.32	No	DualVD: An Adaptive Dual Encoding Model for Deep...	2019-11-17	Code
63	ERIC666	55.94	No	-	-	-
64	eightepoch	55.88	No	-	-	-
65	RVA	55.59	No	Recursive Visual Attention in Visual Dialog	2018-12-06	Code
66	single-model	55.21	No	-	-	-
67	CorefNMN (ResNet-152)	54.7	No	Visual Coreference Resolution in Visual Dialog u...	2018-09-06	Code
68	jkl	53.2	No	-	-	-
69	trainval_ch_9	53.19	No	-	-	-
70	GNN	52.82	No	Reasoning Visual Dialogs with Structural and Par...	2019-04-11	Code
71	DLC-4	52.57	No	-	-	-
72	gat_disc_relto_4	51.87	No	-	-	-
73	adasd	49.94	No	-	-	-
74	gat_disc_3	47.51	No	-	-	-
75	MN-QIH-D	47.5	No	Visual Dialog	2016-11-26	Code
76	paratraining1epoch	46.75	No	-	-	-
77	HRE-QIH-D	45.5	No	Visual Dialog	2016-11-26	Code
78	MN-QIH-D	45.3	No	Visual Dialog	2016-11-26	Code
79	czczx	23	No	-	-	-
80	qqhe	11.84	No	-	-	-

#1Single
78.7
NDCG (x 100)
No paper
#2P1P2+Distill+Ensemble
77.92
NDCG (x 100)
No paper
#3Ensemble + Fine-tuning
76.43
NDCG (x 100)
No paper
#4ensemble, finetune
76.17
NDCG (x 100)
No paper
#5VD-PCR
76.14
NDCG (x 100)
No paper
#6Ensemble
75.35
NDCG (x 100)
No paper
#7Ensemble + FinetuneSOTA
74.88
NDCG (x 100)· 2019-11-26
Efficient Attention Mechanism for Visual Dialog that can Handle All the Interactions between Multiple Inputs Code
#8bert-double-stream-finetuning
74.62
NDCG (x 100)
No paper
#9CE-finetuned, single model
74.47
NDCG (x 100)
No paper
#102
73.36
NDCG (x 100)
No paper
#112
73.15
NDCG (x 100)
No paper
#125_4
73.08
NDCG (x 100)
No paper
#137
73.07
NDCG (x 100)
No paper
#141
72.99
NDCG (x 100)
No paper
#155-2
72.85
NDCG (x 100)
No paper
#162 Step: Factor Graph Attention + VD-Bert
72.83
NDCG (x 100)· 2021-04-15
Ensemble of MRR and NDCG models for Visual Dialog Code
#171
72.8
NDCG (x 100)
No paper
#1810
72.58
NDCG (x 100)
No paper
#19Disc, Dense, 4 Ensemble.
72.41
NDCG (x 100)
No paper
#20shanshandu
72.35
NDCG (x 100)
No paper
#211
72.33
NDCG (x 100)
No paper
#2220
72.33
NDCG (x 100)
No paper
#23Two-Step(refactor)
72.16
NDCG (x 100)
No paper
#24simple_test
71.91
NDCG (x 100)
No paper
#251
71.82
NDCG (x 100)
No paper
#265TS
70.08
NDCG (x 100)
No paper
#27Bert(two-stream)
68.08
NDCG (x 100)
No paper
#28Ensemble FGA + BERT
67.09
NDCG (x 100)
No paper
#29CARE(Single Model)
64.79
NDCG (x 100)
No paper
#30sdfsdaf
64.48
NDCG (x 100)
No paper
#31MRR ensemble (Naive)
64.04
NDCG (x 100)
No paper
#32CAF
63.94
NDCG (x 100)
No paper
#33w/ VQA + CC, single model
63.87
NDCG (x 100)
No paper
#34test1
63.87
NDCG (x 100)
No paper
#35sh101
63.75
NDCG (x 100)
No paper
#36SCL_48
60.91
NDCG (x 100)
No paper
#37Transformer+2cons
60.33
NDCG (x 100)
No paper
#38single-model
60.31
NDCG (x 100)
No paper
#391
60.19
NDCG (x 100)
No paper
#40211
59.69
NDCG (x 100)
No paper
#41MVAN
59.37
NDCG (x 100)· 2020-04-29
Multi-View Attention Network for Visual Dialog Code
#42single model
59.33
NDCG (x 100)
No paper
#43gr
59.23
NDCG (x 100)
No paper
#44lkh(single-model)
59
NDCG (x 100)
No paper
#45lijunlin_7
58.59
NDCG (x 100)
No paper
#46wqedasd(single model)
58.56
NDCG (x 100)
No paper
#47Bert2constraints
58.51
NDCG (x 100)
No paper
#48zxcdd
58.49
NDCG (x 100)
No paper
#49jiuyigedian
58.25
NDCG (x 100)
No paper
#50disc
58.19
NDCG (x 100)
No paper
#51lijunlin_9
58.14
NDCG (x 100)
No paper
#52NMNSOTA
58.1
NDCG (x 100)· 2017-04-18
Learning to Reason: End-to-End Module Networks for Visual Question Answering Code
#53zuizhong
57.82
NDCG (x 100)
No paper
#54clean_wac_4freeze
57.6
NDCG (x 100)
No paper
#55DAN
57.59
NDCG (x 100)· 2019-02-25
Dual Attention Networks for Visual Reference Resolution in Visual Dialog Code
#56mvan_len40_test
57.39
NDCG (x 100)
No paper
#57Synergistic
57.32
NDCG (x 100)· 2019-02-26
Image-Question-Answer Synergistic Network for Visual Dialog
#585xFGA (F-RCNNx101)
57.2
NDCG (x 100)· 2019-04-11
Factor Graph Attention Code
#59HACAN
57.17
NDCG (x 100)· 2019-02-25
Making History Matter: History-Advantage Sequence Training for Visual Dialog
#60CAG
56.64
NDCG (x 100)· 2020-04-05
Iterative Context-Aware Graph Inference for Visual Dialog Code
#61kbgn_disc_5
56.38
NDCG (x 100)
No paper
#62DualVD
56.32
NDCG (x 100)· 2019-11-17
DualVD: An Adaptive Dual Encoding Model for Deep Visual Understanding in Visual Dialogue Code
#63ERIC666
55.94
NDCG (x 100)
No paper
#64eightepoch
55.88
NDCG (x 100)
No paper
#65RVA
55.59
NDCG (x 100)· 2018-12-06
Recursive Visual Attention in Visual Dialog Code
#66single-model
55.21
NDCG (x 100)
No paper
#67CorefNMN (ResNet-152)
54.7
NDCG (x 100)· 2018-09-06
Visual Coreference Resolution in Visual Dialog using Neural Module Networks Code
#68jkl
53.2
NDCG (x 100)
No paper
#69trainval_ch_9
53.19
NDCG (x 100)
No paper
#70GNN
52.82
NDCG (x 100)· 2019-04-11
Reasoning Visual Dialogs with Structural and Partial Observations Code
#71DLC-4
52.57
NDCG (x 100)
No paper
#72gat_disc_relto_4
51.87
NDCG (x 100)
No paper
#73adasd
49.94
NDCG (x 100)
No paper
#74gat_disc_3
47.51
NDCG (x 100)
No paper
#75MN-QIH-DSOTA
47.5
NDCG (x 100)· 2016-11-26
Visual Dialog Code
#76paratraining1epoch
46.75
NDCG (x 100)
No paper
#77HRE-QIH-D
45.5
NDCG (x 100)· 2016-11-26
Visual Dialog Code
#78MN-QIH-D
45.3
NDCG (x 100)· 2016-11-26
Visual Dialog Code
#79czczx
23
NDCG (x 100)
No paper
#80qqhe
11.84
NDCG (x 100)
No paper