PointQ-Bench is a benchmark with annotated point clouds supporting anomaly sensing, defect diagnosis, usability grading, and open-ended quality reporting, plus the SSFRQ-5D evaluation protocol.
Towards fine-grained text-to-3d quality assessment: A benchmark and a two-stage rank-learning metric.arXiv preprint arXiv:2509.23841, 2025
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PointQ-Bench: Benchmarking Diagnostic and Interpretable Point Cloud Quality Assessment
PointQ-Bench is a benchmark with annotated point clouds supporting anomaly sensing, defect diagnosis, usability grading, and open-ended quality reporting, plus the SSFRQ-5D evaluation protocol.