Visual Dialog On Visual Dialog V1 0 Test Std

Metriken

MRR (x 100)

Mean

NDCG (x 100)

R@1

R@10

R@5

Ergebnisse

Leistungsergebnisse verschiedener Modelle zu diesem Benchmark

Vergleichstabelle

Modellname	MRR (x 100)	Mean	NDCG (x 100)	R@1	R@10	R@5
multi-view-attention-networks-for-visual	64.84	3.97	59.37	51.45	90.65	81.12
Modell 2	56.42	5.47	76.17	44.32	84.52	70.23
Modell 3	64.43	4.13	58.19	50.7	90.18	80.83
Modell 4	57.13	5.85	72.33	45.17	82.4	69.95
Modell 5	64.79	3.98	58.25	51.32	90.38	81.0
Modell 6	56.05	5.72	76.14	44.75	82.75	68.4
factor-graph-attention	69.3	3.14	57.20	55.65	94.05	86.73
recursive-visual-attention-in-visual-dialog	63.03	4.18	55.59	49.03	89.83	80.40
Modell 9	48.37	7.05	73.08	34.65	77.53	62.98
Modell 10	63.7	4.26	58.59	50.3	89.15	79.47
Modell 11	53.19	11.96	47.51	41.4	74.15	65.85
Modell 12	55.11	6.55	72.41	43.23	79.77	67.65
Modell 13	56.35	5.79	76.43	45.17	82.17	68.12
Modell 14	66.63	3.41	60.91	52.52	92.27	84.1
visual-dialog	54.2	6.41	45.5	39.93	81.50	70.45
Modell 16	62.65	5.89	74.62	54.37	83.33	70.75
efficient-attention-mechanism-for-handling	52.14	6.53	74.88	38.92	80.65	66.6
Modell 18	56.2	5.41	77.92	44.45	83.78	68.9
Modell 19	61.09	4.65	52.57	46.83	87.42	78.22
Modell 20	49.03	7.07	72.85	35.88	77.75	62.88
iterative-context-aware-graph-inference-for	63.49	4.11	56.64	49.85	90.15	80.63
Modell 22	64.58	4.03	59.23	51.25	90.05	80.92
Modell 23	66.53	3.4	60.33	52.62	92.5	84.12
Modell 24	56.73	6.0	72.99	45.42	81.73	68.92
Modell 25	45.75	6.54	78.7	29.5	82.45	65.7
dualvd-an-adaptive-dual-encoding-model-for	63.23	4.11	56.32	49.25	89.7	80.23
Modell 27	43.07	7.42	73.15	27.82	76.55	60.38
image-question-answer-synergistic-network-for	62.20	4.17	57.32	47.90	-	80.43
visual-dialog	55.4	5.95	45.3	40.95	82.83	72.45
Modell 30	62.65	4.5	59.0	49.48	88.35	78.1
Modell 31	64.62	4.29	64.79	51.82	89.95	80.35
Modell 32	62.56	3.82	55.21	47.45	92.0	81.55
Modell 33	64.95	3.44	60.31	50.48	93.15	83.15
Modell 34	63.3	4.2	55.94	49.18	89.6	81.0
Modell 35	39.61	9.01	70.08	25.65	70.12	53.62
Modell 36	58.57	5.13	64.48	44.27	86.42	76.15
Modell 37	62.68	4.22	56.38	48.6	89.48	80.1
Modell 38	49.26	7.0	73.36	36.35	78.12	62.42
Modell 39	60.11	4.7	49.94	45.6	87.9	77.53
Modell 40	63.31	4.31	58.14	49.68	89.25	80.45
Modell 41	67.5	3.32	63.87	53.85	93.25	84.67
Modell 42	57.19	6.04	72.35	45.3	82.38	70.15
Modell 43	50.74	6.28	74.47	37.95	80.0	64.12
Modell 44	63.92	4.28	68.08	50.78	89.6	79.53
Modell 45	64.57	3.67	57.6	49.75	91.67	82.23
ensemble-of-mrr-and-ndcg-models-for-visual	69.92	3.84	72.83	58.3	89.6	81.55
dual-attention-networks-for-visual-reference	63.2	4.3	57.59	49.63	89.35	79.75
making-history-matter-gold-critic-sequence	64.22	4.20	57.17	50.88	89.45	80.63
Modell 49	49.47	6.9	72.58	35.77	78.25	64.15
Modell 50	51.17	6.69	75.35	38.9	77.98	62.82
Modell 51	56.67	5.98	72.8	44.82	81.9	68.67
Modell 52	47.03	13.3	57.39	36.93	65.8	56.47
Modell 53	55.69	7.87	51.87	42.7	79.72	70.17
Modell 54	64.3	4.07	57.82	50.58	90.03	81.25
Modell 55	66.2	3.25	59.33	51.62	93.7	85.05
Modell 56	45.84	20.71	53.19	35.9	61.7	54.97
visual-dialog	55.5	5.92	47.5	40.98	83.30	72.30
Modell 58	7.25	49.61	11.84	3.02	12.22	7.22
Modell 59	61.87	4.49	58.56	48.4	88.6	78.0
Modell 60	68.16	3.3	63.94	54.67	93.1	84.95
learning-to-reason-end-to-end-module-networks	58.8	4.4	58.1	44.15	86.88	76.88
Modell 62	47.54	7.14	72.33	33.5	77.33	63.28
Modell 63	64.25	4.11	60.19	50.88	90.6	80.92
Modell 64	67.5	3.32	63.87	53.85	93.25	84.67
Modell 65	53.3	5.91	46.75	36.83	83.1	73.45
Modell 66	41.66	8.3	71.91	25.85	74.67	60.12
Modell 67	62.24	4.09	55.88	47.58	89.72	80.45
reasoning-visual-dialogs-with-structural-and	61.37	4.57	52.82	47.33	87.83	77.98
Modell 69	64.14	4.18	59.69	50.62	89.83	80.77
Modell 70	65.7	3.68	58.51	51.73	91.97	82.97
Modell 71	56.03	5.98	73.07	44.2	81.62	68.45
Modell 72	70.41	3.66	72.16	58.17	90.83	83.85
Modell 73	71.24	2.96	64.04	58.27	94.45	87.55
Modell 74	67.49	3.31	63.75	53.75	93.25	85.02
Modell 75	59.96	5.12	53.2	46.35	86.48	76.78
Modell 76	70.95	2.91	67.09	57.07	95.08	88.42
Modell 77	56.34	6.04	71.82	44.22	81.7	69.65
Modell 78	64.31	4.11	58.49	50.8	89.65	80.8
visual-coreference-resolution-in-visual	61.50	4.40	54.70	47.55	88.80	78.10
Modell 80	29.97	22.05	23.0	16.62	53.05	43.58