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3D Tumor Analysis on AbdomenAtlas 3.0 (test)

96.97Pancreatic Sensitivity (<=2cm)

HuluMed-7B

Updated 1mo ago

Evaluation Results

Method	Links
HuluMed-7B 2026.06		96.97	97.1	6.49	51.77	73.42	74.22	34.3	54.11	46.77	77.61	60.11	61.45	55.78
Gemini 3 2026.06		96.67	98.41	9.78	54.38	94.29	100	8.89	53.35	87.5	98.33	13.68	53.4	53.71
Lingshu-7B 2026.06		78.79	88.41	19.82	51.92	68.35	87.5	36.84	58.51	50	76.12	49.02	56.29	55.57
SFT+E-MRL 2026.06		78.79	84.06	83.21	82.43	89.74	94.44	83.82	88.23	90.32	92.54	94.81	93.14	87.93
SFT+GRPO (w/ re, rf) 2026.06		75.76	84.06	83.82	82.04	82.28	91.41	85.08	86.5	88.52	93.03	93.78	92.32	86.95
CT-Chat 2026.06		66.7	51.9	61.2	58.4	31.1	32.8	74.2	53.03	5.7	3.2	94.7	49.52	53.65
RadGPT 2026.06		66.7	81.5	93.2	85.5	54.8	93.3	51.8	62	39.6	96.8	64.4	67.53	71.68
SFT 2026.06		66.67	71.01	82.74	75.88	79.75	92.97	84.57	86.24	86.57	87.1	90.31	88.58	83.57
SFT+GRPO (w/ re) 2026.06		60.61	78.34	85.4	77.82	77.22	92.19	89.42	87.94	83.51	89.55	95.47	91.06	85.61
GPT-4o-mini 2026.06		57.58	68.12	35.06	37.28	27.85	55.47	66.11	55.51	79.03	95.52	31.55	59.57	50.79
MedVLM-R1-2B 2026.06		46.88	57.35	37.82	45.19	55.7	62.2	57.89	58.8	37.78	70.37	30.89	42.8	48.93
Merlin 2026.06		33.3	51.9	71.8	59.52	28.4	45.9	86.6	61.45	30.2	41.3	95.9	66.06	62.34
M3D 2026.06		8.18	18.84	51.17	32.57	11.39	16.41	53.36	33.68	22.58	26.87	61.72	43.47	36.57
Zero-shot Inference 2026.06		6.06	15.94	90.27	50.85	15.19	34.38	88.02	57.53	18.03	16.18	87.48	52.27	53.55
CT2Rep 2026.06		0	0	92.5	46.25	36.5	39.3	70.4	54.08	35.8	49.2	70.4	56.74	52.36