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3D Anomaly Detection on Real3D-AD

0.795Average O-AUROC

DU-Net

Updated 4d ago

Evaluation Results

Method
DU-Net 2025.07	0.795	0.718	0.738	0.856	0.696	0.824	0.844	0.908	0.733	0.814	0.822	0.755	0.834	2.615	-	-	-
MC4AD 2025.05	0.786	0.948	0.712	0.945	0.931	0.844	0.892	0.901	0.701	0.754	0.803	0.77	0.785	3.083	-	-	-
PO3AD 2025.05	0.765	0.82	0.859	0.836	0.824	0.89	0.685	0.909	0.692	0.729	0.623	0.66	0.842	4.167	-	-	-
GS-CLIP 2026.02	0.764	-	-	-	-	-	-	-	-	-	-	-	-	-	0.777	0.763	-
GS-CLIP 2026.02	0.762	-	-	-	-	-	-	-	-	-	-	-	-	-	0.771	0.747	-
PointAD 2026.02	0.759	-	-	-	-	-	-	-	-	-	-	-	-	-	0.789	0.716	-
ISMP 2025.07	0.757	0.858	0.731	0.852	0.714	0.948	0.712	0.945	0.468	0.729	0.623	0.66	0.842	3.462	-	-	-
ISMP 2025.05	0.757	0.804	0.654	0.785	0.714	0.686	0.871	0.684	0.811	0.701	0.468	0.693	0.801	3.917	-	-	-
MVP-PCLIP 2026.02	0.749	-	-	-	-	-	-	-	-	-	-	-	-	-	0.753	0.759	-
MVP-PCLIP 2026.02	0.749	-	-	-	-	-	-	-	-	-	-	-	-	-	0.756	0.739	-
AA-CLIP* 2026.02	0.748	-	-	-	-	-	-	-	-	-	-	-	-	-	0.763	0.512	-
PointAD 2026.02	0.748	-	-	-	-	-	-	-	-	-	-	-	-	-	0.769	0.735	-
R3D-AD 2025.07	0.734	0.772	0.696	0.713	0.714	0.685	0.909	0.692	0.665	0.72	0.84	0.701	0.703	4	-	-	-
R3D-AD 2025.05	0.734	0.772	0.696	0.713	0.714	0.858	0.731	0.852	0.665	0.72	0.84	0.701	0.703	4.75	-	-	-
IMRNet 2025.07	0.725	0.762	0.711	0.755	0.78	0.905	0.517	0.88	0.674	0.604	0.665	0.674	0.774	4.385	-	-	-
IMRNet 2025.05	0.725	0.762	0.711	0.755	0.78	0.905	0.517	0.88	0.674	0.604	0.665	0.674	0.774	5	-	-	-
Reg3D-AD 2025.07	0.704	0.716	0.697	0.685	0.852	0.9	0.584	0.915	0.417	0.762	0.583	0.506	0.827	5.231	-	-	-
Reg3D-AD 2025.05	0.704	0.716	0.697	0.685	0.852	0.9	0.584	0.915	0.417	0.762	0.583	0.506	0.827	5.5	-	-	-
AA-CLIP* 2026.02	0.702	-	-	-	-	-	-	-	-	-	-	-	-	-	0.717	0.552	-
CLIP* 2026.02	0.688	-	-	-	-	-	-	-	-	-	-	-	-	-	0.723	0.459	-
BTF 2025.07	0.635	0.73	0.647	0.539	0.789	0.707	0.691	0.602	0.686	0.596	0.396	0.53	0.703	6.538	-	-	-
BTF 2025.05	0.635	0.73	0.647	0.539	0.789	0.707	0.691	0.602	0.686	0.596	0.396	0.53	0.703	7.583	-	-	-
BTF 2025.07	0.603	0.52	0.56	0.63	0.432	0.545	0.784	0.549	0.648	0.779	0.754	0.575	0.462	7	-	-	-
BTF 2025.05	0.603	0.52	0.56	0.63	0.432	0.545	0.784	0.549	0.648	0.779	0.754	0.575	0.462	7.833	-	-	-
PatchCore 2025.07	0.594	0.726	0.498	0.663	0.827	0.783	0.489	0.63	0.374	0.539	0.501	0.519	0.585	7.769	-	-	-
PatchCore 2025.05	0.594	0.726	0.498	0.663	0.827	0.783	0.489	0.63	0.374	0.539	0.501	0.519	0.585	8.75	-	-	-
PatchCore 2025.07	0.593	0.882	0.59	0.541	0.837	0.574	0.546	0.675	0.37	0.505	0.589	0.441	0.565	7.692	-	-	-
PatchCore 2025.05	0.593	0.882	0.59	0.541	0.837	0.574	0.546	0.675	0.37	0.505	0.589	0.441	0.565	8.417	-	-	-
CPMF 2025.07	0.586	0.701	0.551	0.552	0.504	0.523	0.582	0.558	0.589	0.729	0.653	0.7	0.39	8	-	-	-
CPMF 2025.05	0.586	0.701	0.551	0.552	0.504	0.523	0.582	0.558	0.589	0.729	0.653	0.7	0.39	8.833	-	-	-
M3DM 2025.07	0.552	0.434	0.541	0.552	0.683	0.602	0.433	0.54	0.644	0.495	0.694	0.551	0.45	9	-	-	-
M3DM 2025.05	0.552	0.434	0.541	0.552	0.683	0.602	0.433	0.54	0.644	0.495	0.694	0.551	0.45	9.833	-	-	-
3DzAL 2026.02	0.524	-	-	-	-	-	-	-	-	-	-	-	-	-	-	0.675	-