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Handwriting Retrieval on Handwriting Spanish synthetic disjoint fonts (Out-of-Domain (OOD))

86.05Top-1 Accuracy

Ours

Updated 1mo ago

Evaluation Results

Method	Links
Ours 2026.01		86.05	95.37	96.93	90.94	89.03
InternVL3.5-8B 2026.01		84.84	88.48	89.57	87.06	62.61
QWen3-VL-4B 2026.01		84.44	87.12	87.76	85.97	85.02
MiniCPM-o 2.6 2026.01		82.3	85.86	86.91	84.36	82.84
GME-Qwen2VL-7B 2026.01		78.02	87.29	89.4	83.4	83.96
GME-Qwen2VL-2B 2026.01		72.26	84.16	87.05	79.07	77.97
EasyOCR 2026.01		60.44	66.85	68.48	64.48	59.82
ABINet 2026.01		58.79	61.34	61.8	60.23	58.67
RapidOCR 2026.01		58.63	62.58	63.44	61.25	60.49
PARSeq 2026.01		57.61	60.88	61.65	59.45	57.91
SigLIP 2 Giant 2026.01		55.26	62.86	65.48	60.46	61.48
Janus-Pro-7B 2026.01		51.53	55.16	56.62	53.87	53.9
TrOCR 2026.01		51.52	55.82	57.03	54.05	51.66
Surya 2026.01		49.9	52.99	54.01	51.77	50.05
SigLIP 2 So400m 2026.01		48.32	54.89	56.83	52.86	54.63
Llama-3.2-11B-Vision 2026.01		48.28	49.97	50.35	49.23	49.7
Phi-3.5-Vision 2026.01		47.4	50.91	52	49.46	50.52
Chinese CLIP ViT Large 2026.01		45.97	55.7	59.77	53.02	55.15
Chinese CLIP ViT Huge 2026.01		45.8	54.51	58.25	52.27	54.07
SigLIP 2 Large 2026.01		45.07	53.07	55.63	50.4	52.79
Ours w/o FineTuning 2026.01		43.03	52.02	55.58	49.53	49.94
Florence-2-Large (OCR) 2026.01		41.13	44.34	45.09	43.57	45.02
Nomic-Embed-Vision 2026.01		38.82	45.8	47.66	43.87	46.04
Chinese CLIP ViT Base 2026.01		36.56	45.59	49.78	43.41	45.84
AltCLIP 2026.01		32.45	39.47	42.14	37.75	40.02
SigLIP 2 ViT-B 2026.01		31.13	42.18	45.52	38.4	41.12
MM-EMBED 2026.01		29.77	38.69	41.88	36.15	38.07
DeepSeek-OCR 2026.01		26.96	33.39	36.1	31.96	31.64
E5-V 2026.01		18.53	24.42	29.37	24.79	26.45
BGE-Visualized 2026.01		10.39	16.98	20.91	16.12	19.21