Image Captioning on Image Captioning Dataset benchmark leaderboard · SOTA2 Research

Image Captioning on Image Captioning Dataset

39.7BLEU-4Baseline

Evaluation Results

Method	Links
Baseline2026.04		39.7	31	60	133.3	23.8	—	—	—	—	—
Co-Attack2026.04		37.4	29.8	58.4	125.5	22.8	—	—	—	—	—
SGA2026.04		34.8	28.4	56.3	116	21.4	—	—	—	—	—
DRA2026.04		34.8	28.4	56.4	115.9	21.4	—	—	—	—	—
HQA-VLAttack2026.04		31.8	26.8	54.1	104.6	19.8	—	—	—	—	—
FES-RAG-top52026.04		14.96	—	46.57	171.51	—	27.83	21.44	17.58	48.13	29.35
InfoGain-MM-top32026.04		11.36	—	41.24	136.44	—	23.47	17.46	13.74	42.91	24.1
FES-RAG-top52026.04		8.99	—	37.02	110.99	—	20.51	14.77	11.3	39.89	21.23
FES-RAG-top52026.04		8.07	—	37.18	108.18	—	18.6	13.26	9.94	39.09	20.4
Jina-Reranker-top32026.04		7.42	—	35.74	96.66	—	19.39	13.05	9.47	38.05	18.31
FES-RAG-top52026.04		6.87	—	34.01	92.82	—	16.16	11.26	8.33	36.23	18.53
Naïve-MRAG-top32026.04		5.89	—	34.57	84.41	—	17.15	11.41	7.9	36.09	16.89
None-MRAG2026.04		5.68	—	32.58	79.41	—	16.18	10.46	7.56	34.16	15.43
InfoGain-MM-top32026.04		5.58	—	28.5	73.66	—	15.31	9.77	7.1	31.24	16.29
InfoGain-MM-top32026.04		4.79	—	28.29	64	—	15.12	8.64	5.84	32.04	15.38
InfoGain-MM-top32026.04		4.43	—	25.96	57.78	—	13.17	8.18	5.95	29.85	12.84
Naïve-MRAG-top32026.04		3.7	—	24.55	46.64	—	11.75	6.92	4.93	26.99	10.77
Jina-Reranker-top32026.04		3.49	—	25.43	45.73	—	12.62	7.16	4.56	27.82	11.86
None-MRAG2026.04		3.07	—	21.47	45.09	—	11.76	6.69	4.37	23.66	9.42
Jina-Reranker-top32026.04		3.02	—	22.91	44.6	—	10.05	5.98	4.1	25.79	10.68
Jina-Reranker-top32026.04		2.99	—	24.11	40.73	—	11.43	6.63	3.94	27.91	11.98
Naïve-MRAG-top32026.04		2.84	—	21.87	35.48	—	9.3	5.52	3.85	23.99	9.74
Naïve-MRAG-top32026.04		2.75	—	24.33	41.46	—	10.96	6.24	3.61	27.12	12.43
None-MRAG2026.04		2.03	—	18.2	19.51	—	8.97	4.46	2.84	20.05	6.64
None-MRAG2026.04		1.63	—	17.33	18.98	—	6.42	3.08	2.02	19.17	5.34