Visual Question Answering On Iconqa

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Reasoning (Alg.)

Reasoning (Com.)

Reasoning (Cou.)

Reasoning (Est.)

Reasoning (Fra.)

Reasoning (Geo.)

Reasoning (Mea.)

Reasoning (Pat.)

Reasoning (Pro.)

Reasoning (Sce.)

Reasoning (Sen.)

Reasoning (Spa.)

Reasoning (Tim.)

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Sub-tasks (Img.)

Sub-tasks (Txt.)

Ergebnisse

Leistungsergebnisse verschiedener Modelle zu diesem Benchmark

																	Paper Title
Patch-TRM	56.73	87.00	77.81	98.24	82.13	81.87	97.98	68.75	95.73	62.39	92.49	55.62	77.98	83.62	82.66	75.19	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning
ViT	51.10	82.12	70.84	98.95	77.41	82.60	98.76	58.46	86.07	68.80	84.72	54.64	68.66	78.92	79.15	72.34	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning
ViLBERT	50.62	75.60	71.05	99.22	74.09	80.05	99.07	62.78	70.94	58.52	81.78	49.46	66.72	77.08	76.66	70.47	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning
ViLT	50.55	84.95	71.13	99.02	75.81	82.61	98.91	59.22	87.65	66.72	86.10	53.38	69.99	79.27	79.67	72.69	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning
DFAF	50.27	81.69	70.68	99.02	77.60	81.80	98.83	56.60	85.70	67.01	84.11	51.42	67.72	78.28	77.72	72.17	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning
Top-Down	50.00	80.65	65.01	99.54	72.43	80.07	99.46	55.01	83.75	58.22	84.54	45.78	68.28	73.03	75.92	68.51	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning
UNITER	49.18	83.67	71.01	99.41	78.37	81.31	99.38	60.81	87.84	61.25	86.10	48.34	69.77	78.53	78.71	72.39	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning
BAN	47.46	82.12	67.56	97.06	73.77	79.99	96.50	55.67	82.45	66.92	82.12	53.20	66.50	75.54	76.33	70.82	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning
MCAN	47.32	82.73	68.94	99.08	76.20	79.86	98.99	54.79	84.87	62.49	83.25	49.70	68.00	74.52	77.36	71.25	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning
I-Only	31.73	45.26	37.64	62.29	32.48	38.71	64.02	36.29	37.51	35.47	45.25	37.52	47.37	46.65	41.56	36.02	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning
Q-Only	28.02	48.19	33.63	40.46	33.06	38.03	38.07	33.66	40.76	35.37	45.25	37.14	48.09	28.45	41.64	36.86	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning
Random	11.12	41.20	18.38	3.62	34.84	30.30	0.36	34.81	38.81	34.25	45.16	36.49	35.82	0.29	41.70	36.87	IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning

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