ResearchBenchmarks3D Object Classification on ModelNet40 S-PB_T50_RS S-OBJ_BG S-OBJ_ONLY Omni3D (target average)Follow53.62Average AccuracyReFine3D21.307229.696138.08546.4739Jun 16, 2026Evaluation ResultsMethodMethodLinksAverage AccuracyReFine3DPre-trained Model=ULIP-2Pre-trained Model=ULIP-22026.0653.62PointPRCPre-trained Model=ULIP-2Pre-trained Model=ULIP-22026.0651.19ULIP-22026.0644.99ReFine3DPre-trained Model=ULIPPre-trained Model=ULIP2026.0640.48PointPRCPre-trained Model=ULIPPre-trained Model=ULIP2026.0636.26ULIP2026.0634.47P-CLIP22026.0632.56P-CLIP2026.0622.55