Anomaly Detection on Anomaly-ShapeNet

1ashtray0 ScorePO3AD

Updated 3mo ago

Evaluation results

Method
PO3AD2025.05	1	—	0.833	0.9	0.933	0.926	0.922	0.829	0.833	0.881	0.981	0.849	0.853	0.787	0.877	0.859	0.792	0.67	0.871	0.833	0.995	0.808	0.923	0.762	0.961	0.869	0.754	0.866	0.776	0.573	0.745	0.681	0.858	0.742	0.952	0.821	0.675	0.852	0.966	0.739	0.83	0.839	2.35	—	—	—	—
MC4AD2025.05	1	—	0.976	0.957	1	0.956	0.985	0.904	0.919	0.937	0.996	0.919	0.943	0.902	0.878	0.916	0.835	0.818	0.99	0.938	1	0.884	0.99	0.841	0.986	0.962	0.803	0.914	0.924	0.696	0.873	0.7	0.983	0.838	0.976	0.848	0.755	0.91	0.967	0.818	0.909	0.909	1.075	—	—	—	—
PO3AD2026.03	1	0.839	0.833	0.9	0.933	0.926	0.922	0.829	0.833	0.881	0.981	0.849	0.853	0.787	0.877	0.859	0.792	0.67	0.871	0.833	0.995	0.808	0.923	0.762	0.961	0.869	0.754	0.866	—	0.573	0.745	0.681	0.858	0.742	0.952	0.821	0.675	0.852	0.966	0.739	0.83	—	—	0.776	—	—	—
PO3AD2026.04	1	—	0.833	0.9	0.933	0.926	0.922	0.829	0.833	0.881	0.981	0.849	0.853	0.787	0.877	0.859	0.792	0.67	0.871	0.833	0.995	0.808	0.923	0.762	0.961	0.869	0.754	0.866	0.776	0.573	0.745	0.681	0.858	0.742	0.952	0.821	0.675	0.852	0.966	0.739	0.83	0.839	—	—	—	—	—
Hierarchical Point-Patch Fusion2026.04	1	—	0.852	0.879	0.938	0.913	0.948	0.884	0.867	0.869	0.971	0.893	0.87	0.839	0.905	0.864	0.798	0.801	0.892	0.856	0.94	0.817	0.928	0.781	0.937	0.884	0.839	0.887	0.803	0.741	0.882	0.924	0.895	0.829	0.963	0.847	0.804	0.89	0.931	0.825	0.872	0.876	—	—	—	—	—
SeDiR2026.03	0.976	0.933	0.886	0.929	0.916	0.984	0.959	0.956	0.926	0.967	0.985	0.979	0.911	0.933	0.985	0.989	0.996	0.874	0.995	1	0.667	0.849	0.89	0.965	1	0.87	1	1	—	0.887	0.927	0.893	0.888	0.971	0.976	0.788	0.924	0.948	1	0.873	0.942	—	—	0.905	—	—	—
MC3D-AD2026.03	0.962	0.842	0.805	0.795	0.709	0.756	0.93	0.978	0.719	0.885	0.911	0.754	0.898	0.784	0.793	0.701	0.835	0.761	0.743	0.952	0.776	0.862	0.886	0.672	1	0.609	0.979	0.971	—	0.841	0.945	0.97	0.795	0.857	0.929	0.761	0.876	0.761	0.938	0.67	0.736	—	—	0.919	—	—	—
ISMP2026.04	0.865	—	0.734	0.722	0.869	0.74	0.762	0.702	0.706	0.851	0.753	0.733	0.545	0.683	0.672	0.775	0.661	0.77	0.552	0.851	0.524	0.472	0.843	0.615	0.603	0.568	0.522	0.661	0.6	0.701	0.844	0.678	0.687	0.534	0.773	0.622	0.546	0.58	0.747	0.736	0.823	0.691	—	—	—	—	—
R3D-AD2025.05	0.833	—	0.72	0.733	0.737	0.781	0.819	0.778	0.741	0.767	0.744	0.656	0.683	0.756	0.822	0.73	0.681	0.67	0.776	0.757	0.89	0.738	0.795	0.757	0.72	0.633	0.707	0.838	0.762	0.696	0.736	0.9	0.788	0.729	0.752	0.742	0.63	0.757	0.771	0.721	0.718	0.749	3.225	—	—	—	—
R3D-AD2026.03	0.833	0.749	0.72	0.733	0.737	0.781	0.819	0.778	0.741	0.767	0.744	0.656	0.683	0.756	0.822	0.73	0.681	0.67	0.776	0.757	0.89	0.738	0.795	0.757	0.72	0.633	0.707	0.838	—	0.696	0.736	0.9	0.733	0.729	0.752	0.742	0.63	0.742	0.771	0.721	0.718	—	—	0.762	—	—	—
R3D-AD2026.04	0.833	—	0.72	0.733	0.737	0.781	0.819	0.778	0.741	0.767	0.744	0.656	0.683	0.756	0.822	0.73	0.681	0.67	0.776	0.757	0.89	0.738	0.795	0.757	0.72	0.633	0.707	0.838	0.762	0.696	0.736	0.9	0.788	0.729	0.752	0.742	0.63	0.757	0.771	0.721	0.718	0.749	—	—	—	—	—
IMRNet2025.05	0.671	—	0.66	0.552	0.7	0.64	0.681	0.702	0.685	0.599	0.676	0.71	0.58	0.771	0.737	0.775	0.652	0.652	0.643	0.757	0.548	0.72	0.676	0.597	0.6	0.641	0.573	0.78	0.755	0.603	0.676	0.696	0.533	0.757	0.614	0.7	0.524	0.676	0.635	0.63	0.594	0.661	4.95	—	—	—	—
IMRNet2026.03	0.671	0.661	0.66	0.552	0.7	0.64	0.681	0.702	0.685	0.599	0.676	0.71	0.58	0.771	0.737	0.775	0.652	0.652	0.643	0.757	0.548	0.72	0.676	0.597	0.6	0.641	0.573	0.78	—	0.603	0.676	0.696	0.552	0.757	0.614	0.7	0.524	0.7	0.635	0.63	0.594	—	—	0.755	—	—	—
IMRNet2026.04	0.671	—	0.66	0.552	0.7	0.64	0.681	0.702	0.685	0.599	0.676	0.71	0.58	0.771	0.737	0.775	0.652	0.652	0.643	0.757	0.548	0.72	0.676	0.597	0.6	0.641	0.573	0.78	0.755	0.603	0.676	0.696	0.533	0.757	0.614	0.7	0.524	0.676	0.635	0.63	0.594	0.661	—	—	—	—	—
Reg3D-AD2025.05	0.597	—	0.706	0.486	0.695	0.525	0.671	0.525	0.49	0.348	0.663	0.593	0.61	0.752	0.693	0.725	0.643	0.467	0.51	0.538	0.343	0.537	0.61	0.6	0.381	0.614	0.367	0.592	0.414	0.688	0.676	0.641	0.533	0.702	0.605	0.65	0.5	0.52	0.462	0.62	0.594	0.572	7.45	—	—	—	—
Reg3D-AD2026.03	0.597	0.572	0.706	0.486	0.695	0.525	0.671	0.525	0.49	0.348	0.663	0.593	0.61	0.752	0.693	0.725	0.643	0.467	0.51	0.538	0.343	0.537	0.61	0.6	0.381	0.614	0.367	0.592	—	0.688	0.676	0.641	0.486	0.702	0.605	0.65	0.5	0.65	0.462	0.62	0.594	—	—	0.414	—	—	—
Reg3D-AD2026.04	0.597	—	0.706	0.486	0.695	0.525	0.671	0.525	0.49	0.348	0.663	0.593	0.61	0.752	0.693	0.725	0.643	0.467	0.51	0.538	0.343	0.537	0.61	0.6	0.381	0.614	0.367	0.592	0.414	0.688	0.676	0.641	0.533	0.702	0.605	0.65	0.5	0.52	0.462	0.62	0.594	0.572	—	—	—	—	—
PatchCore2025.05	0.591	—	0.601	0.513	0.601	0.65	0.523	0.629	0.458	0.579	0.501	0.593	0.593	0.561	0.589	0.476	0.727	0.538	0.61	0.556	0.677	0.591	0.627	0.556	0.552	0.447	0.424	0.483	0.488	0.523	0.458	0.538	0.447	0.552	0.741	0.46	0.516	0.579	0.65	0.663	0.629	0.562	7.4	—	—	—	—
PatchCore(PointMAE)2026.03	0.591	0.562	0.601	0.513	0.601	0.65	0.523	0.629	0.458	0.579	0.501	0.593	0.593	0.561	0.589	0.476	0.727	0.538	0.61	0.556	0.677	0.591	0.627	0.556	0.552	0.447	0.424	0.483	—	0.523	0.458	0.538	0.513	0.552	0.741	0.46	0.516	0.46	0.65	0.663	0.629	—	—	0.488	—	—	—
PatchCore2025.05	0.587	—	0.571	0.604	0.667	0.572	0.504	0.639	0.615	0.537	0.494	0.558	0.469	0.551	0.58	0.453	0.757	0.79	0.6	0.586	0.657	0.583	0.637	0.546	0.484	0.425	0.404	0.472	0.388	0.494	0.753	0.766	0.455	0.423	0.721	0.449	0.506	0.417	0.693	0.662	0.66	0.568	7.35	—	—	—	—
PatchCore(FPFH)2026.03	0.587	0.568	0.571	0.604	0.667	0.572	0.504	0.639	0.615	0.537	0.494	0.558	0.469	0.551	0.58	0.453	0.757	0.79	0.6	0.586	0.657	0.583	0.637	0.546	0.484	0.425	0.404	0.494	—	0.494	0.753	0.766	0.604	0.423	0.721	0.449	0.506	0.449	0.693	0.662	0.66	—	—	0.388	—	—	—
BTF2025.05	0.578	—	0.41	0.597	0.51	0.568	0.564	0.264	0.525	0.385	0.664	0.417	0.617	0.321	0.668	0.527	0.468	0.373	0.403	0.521	0.525	0.378	0.515	0.553	0.349	0.602	0.526	0.42	0.563	0.164	0.525	0.573	0.531	0.549	0.41	0.717	0.425	0.585	0.448	0.424	0.564	0.493	8.725	—	—	—	—
BTF(Raw)2026.03	0.578	0.493	0.41	0.597	0.51	0.568	0.564	0.264	0.525	0.385	0.664	0.417	0.617	0.321	0.668	0.527	0.468	0.373	0.403	0.521	0.525	0.378	0.515	0.553	0.349	0.602	0.526	0.42	—	0.164	0.525	0.573	0.531	0.549	0.41	0.717	0.425	0.585	0.448	0.424	0.564	—	—	0.563	—	—	—
M3DM2025.05	0.577	—	0.537	0.574	0.637	0.541	0.634	0.663	0.684	0.617	0.464	0.409	0.309	0.501	0.557	0.423	0.777	0.639	0.539	0.556	0.627	0.577	0.617	0.526	0.427	0.623	0.374	0.441	0.357	0.564	0.754	0.739	0.423	0.427	0.737	0.439	0.476	0.317	0.657	0.663	0.663	0.552	7.825	—	—	—	—
M3DM2026.03	0.577	0.552	0.537	0.574	0.637	0.541	0.634	0.663	0.684	0.617	0.464	0.409	0.309	0.501	0.557	0.423	0.777	0.639	0.539	0.556	0.627	0.577	0.617	0.526	0.427	0.623	0.374	0.564	—	0.564	0.754	0.739	0.574	0.427	0.737	0.439	0.476	0.439	0.657	0.663	0.663	—	—	0.357	—	—	—
BTF2025.05	0.42	—	0.546	0.344	0.546	0.322	0.509	0.668	0.51	0.49	0.609	0.699	0.401	0.633	0.618	0.522	0.52	0.586	0.586	0.61	0.719	0.52	0.49	0.571	0.719	0.542	0.444	0.424	0.671	0.609	0.56	0.546	0.342	0.219	0.546	0.699	0.51	0.409	0.518	0.668	0.268	0.528	8.025	—	—	—	—
BTF(FPFH)2026.03	0.42	0.528	0.546	0.344	0.546	0.322	0.509	0.668	0.51	0.49	0.609	0.699	0.401	0.633	0.618	0.522	0.52	0.586	0.586	0.61	0.719	0.52	0.49	0.571	0.719	0.542	0.444	0.586	—	0.609	0.56	0.546	0.342	0.219	0.546	0.699	0.51	0.409	0.518	0.668	0.268	—	—	0.671	—	—	—
CPMF2025.05	0.353	—	0.643	0.52	0.482	0.405	0.783	0.639	0.625	0.658	0.683	0.685	0.482	0.601	0.601	0.551	0.553	0.697	0.497	0.499	0.689	0.643	0.458	0.555	0.589	0.462	0.52	0.61	0.509	0.685	0.359	0.697	0.451	0.345	0.582	0.582	0.514	0.618	0.397	0.529	0.609	0.559	7.35	—	—	—	—
CPMF2026.03	0.353	0.559	0.643	0.52	0.482	0.405	0.783	0.639	0.625	0.658	0.683	0.685	0.482	0.601	0.601	0.551	0.553	0.697	0.497	0.499	0.689	0.643	0.458	0.555	0.589	0.462	0.52	0.61	—	0.685	0.359	0.697	0.582	0.345	0.582	0.582	0.514	0.582	0.397	0.529	0.609	—	—	0.509	—	—	—
CPMF2026.04	0.353	—	0.643	0.52	0.482	0.405	0.783	0.639	0.625	0.658	0.683	0.685	0.482	0.601	0.601	0.551	0.553	0.697	0.497	0.499	0.689	0.643	0.458	0.555	0.589	0.462	0.52	0.61	0.509	0.685	0.359	0.697	0.451	0.345	0.582	0.582	0.514	0.618	0.397	0.529	0.609	0.559	—	—	—	—	—
CL-Anomaly2026.07	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	0.7364	—	—	—	0.7364	—
CL-MoE2026.07	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	0.6688	—	—	—	0.6688	—
HiDe-LLaVA2026.07	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	0.6104	—	—	—	0.6104	—
LoRA2026.07	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	0.7636	—	—	—	0.7636	—
MoELoRA2026.07	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	0.7182	—	—	—	0.7182	—