Image Captioning On Nocaps Entire

Metriken

CIDEr

METEOR

ROUGE-L

SPICE

Ergebnisse

Leistungsergebnisse verschiedener Modelle zu diesem Benchmark

Vergleichstabelle

Modellname	B1	B2	B3	B4	CIDEr	METEOR	ROUGE-L	SPICE
Modell 1	80.77	65.55	48.14	30.2	97.61	30.07	58.25	14.74
Modell 2	78.75	59.36	37.56	19.72	78.48	25.13	52.54	11.57
git-a-generative-image-to-text-transformer	88.1	74.81	57.68	37.35	123.39	32.5	63.12	15.94
Modell 4	79.32	60.95	39.5	20.3	79.04	25.44	53.8	11.9
lyrics-boosting-fine-grained-language-vision	-	-	-	-	126.8	-	-	-
Modell 6	72.33	52.42	30.83	14.73	53.36	21.52	48.87	9.15
clipcap-clip-prefix-for-image-captioning	-	-	-	-	65.83	-	-	10.86
Modell 8	76.64	56.46	36.37	19.48	85.34	28.15	52.83	14.67
Modell 9	81.03	64.62	45.26	26.52	87.56	27.36	56.7	12.81
Modell 10	78.92	61.6	41.52	23.52	86.0	26.31	54.75	12.1
Modell 11	82.95	67.45	49.58	31.38	106.81	30.32	59.18	14.56
Modell 12	83.25	67.3	48.41	29.27	98.08	28.92	58.56	13.9
Modell 13	87.01	73.71	56.88	37.71	120.55	32.29	62.52	15.47
Modell 14	73.42	52.12	29.35	12.88	61.48	22.06	48.74	9.69
Modell 15	83.9	68.77	50.84	32.17	108.29	30.64	59.82	14.72
Modell 16	67.85	47.37	25.76	11.96	46.18	19.84	46.61	8.35
vinvl-making-visual-representations-matter-in	81.59	65.15	45.04	26.15	92.46	27.57	56.96	13.07
Modell 18	77.97	60.27	40.68	23.48	75.88	26.15	54.3	11.89
Modell 19	73.04	54.08	33.88	17.69	47.69	21.85	49.97	9.42
Modell 20	82.43	66.25	47.18	28.2	93.0	28.09	57.57	13.35
clipcap-clip-prefix-for-image-captioning	-	-	-	-	65.7	-	-	11.1
Modell 22	78.58	59.05	37.39	19.43	78.23	25.12	52.35	11.62
prismer-a-vision-language-model-with-an	84.87	69.99	52.48	33.66	110.84	31.13	60.55	14.91
vivo-surpassing-human-performance-in-novel	85.62	71.36	53.62	34.65	114.25	31.27	61.2	14.85
Modell 25	71.69	52.04	31.7	16.73	55.97	22.53	49.64	10.1
Modell 26	72.02	51.97	31.62	16.48	48.29	21.87	49.03	9.56
simvlm-simple-visual-language-model	83.78	68.86	51.06	32.2	110.31	30.55	59.86	14.49
Modell 28	72.49	52.88	33.22	17.75	61.48	23.89	50.4	10.96
Modell 29	74.0	55.11	35.23	19.16	54.25	22.96	50.92	10.14
Modell 30	78.19	60.74	39.11	21.24	82.88	25.72	53.85	12.2
Modell 31	69.07	47.65	25.5	11.72	39.33	19.61	46.58	8.2
Modell 32	76.89	57.76	36.93	20.11	75.58	25.18	52.53	11.68
Modell 33	74.0	55.11	35.23	19.16	54.25	22.96	50.92	10.14
Modell 34	79.57	60.83	38.83	21.02	80.93	25.33	54.07	11.29
Modell 35	79.0	61.95	42.36	24.62	87.34	26.29	55.03	12.01
Modell 36	69.44	48.95	28.64	15.02	45.27	20.77	47.6	9.13
Modell 37	81.61	65.1	46.13	27.32	93.45	28.46	57.4	14.06
Modell 38	76.59	56.74	35.39	18.41	73.09	24.42	51.82	11.2
Modell 39	72.78	52.52	31.74	16.31	49.02	21.72	49.38	9.54