3D Tumor Analysis on AbdomenAtlas 3.0 (test) benchmark leaderboard · SOTA2 Research

3D Tumor Analysis on AbdomenAtlas 3.0 (test)

96.97Pancreatic Sensitivity (<=2cm)HuluMed-7B

Evaluation Results

Method	Links
HuluMed-7B2026.06		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 32026.06		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-7B2026.06		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-MRL2026.06		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-Chat2026.06		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
RadGPT2026.06		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
SFT2026.06		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-mini2026.06		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-R1-2B2026.06		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
Merlin2026.06		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
M3D2026.06		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 Inference2026.06		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
CT2Rep2026.06		0	0	92.5	46.25	36.5	39.3	70.4	54.08	35.8	49.2	70.4	56.74	52.36