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Handwriting Retrieval on Handwriting In-Domain Set

97.51Accuracy@1

QWen3-VL-4B

Updated 2d ago

Evaluation Results

Method	Links
QWen3-VL-4B 2026.01		97.51	97.91	97.98	97.74	97.78
Ours w/o FineTuning 2026.01		97.38	100	100	100	98.06
Ours 2026.01		97.26	100	100	98.63	97.95
MiniCPM-o 2.6 2026.01		96.29	96.95	97.04	96.64	96.45
InternVL3.5-8B 2026.01		95.14	97.07	97.4	96.2	68.22
GME-Qwen2VL-7B 2026.01		92.44	97.76	98.14	95.19	96.22
RapidOCR 2026.01		90.98	92.93	93.25	92.1	90.81
GME-Qwen2VL-2B 2026.01		88.74	96.11	96.89	92.57	93.37
EasyOCR 2026.01		85.98	88.72	89.48	87.67	83.96
Chinese CLIP ViT Large 2026.01		68.77	78.37	81.14	74.81	75.24
Chinese CLIP ViT Huge 2026.01		67.86	75.87	78.43	73.03	72.77
SigLIP 2 Giant 2026.01		67.34	73.86	75.74	71.56	72.17
Llama-3.2-11B-Vision 2026.01		66.69	69.6	70.3	68.27	67.54
Phi-3.5-Vision 2026.01		66.52	68.28	68.88	67.63	66.92
Florence-2-Large (OCR) 2026.01		65.75	67.63	68.21	67.73	66.16
ABINet 2026.01		64.85	66.21	66.45	65.64	63.65
PARSeq 2026.01		63.88	65.85	66.29	65.03	63.22
Janus-Pro-7B 2026.01		63.8	65.77	66.42	65	64.14
Surya 2026.01		63.31	65.19	65.78	64.45	62.7
SigLIP 2 So400m 2026.01		60.21	66.02	67.63	64.03	65.34
TrOCR 2026.01		59.83	63.01	63.75	61.63	56.48
Chinese CLIP ViT Base 2026.01		59.73	70.34	73.59	66.51	66.92
Nomic-Embed-Vision 2026.01		59.1	64.57	65.48	62.57	63.24
SigLIP 2 Large 2026.01		58.49	64.22	65.96	62.32	63.41
AltCLIP 2026.01		57.26	62.31	63.72	60.62	61.39
MM-EMBED 2026.01		53.05	59.87	61.95	57.43	58.09
SigLIP 2 ViT-B 2026.01		45.24	54.31	56.59	50.95	52.43
E5-V 2026.01		43.32	50.54	53.93	48.67	48.61
DeepSeek-OCR 2026.01		37.6	43.5	45.63	41.83	42.67
BGE-Visualized 2026.01		35.72	44.51	48.3	42.02	42.22