Point Ladder Tuning: Parameter-Efficient Hierarchical Adaptation for 3D Point Cloud Understanding

Benchmark Model Rank Results
3d-point-cloud-classification-on-modelnet40PointGPT-L + PLT (extra data)#4Overall Accuracy: 95.0
few-shot-3d-point-cloud-classification-on-modelnet40-10-way-20-shotACT + PLT (extra data)#7Overall Accuracy: 95.9
few-shot-3d-point-cloud-classification-on-modelnet40-10-way-10-shotACT + PLT (extra data)#11Overall Accuracy: 93.4
few-shot-3d-point-cloud-classification-on-modelnet40-5-way-20-shotACT + PLT (extra data)#12Overall Accuracy: 98.9
few-shot-3d-point-cloud-classification-on-modelnet40-5-way-10-shotACT + PLT (extra data)#17Overall Accuracy: 96.9
3d-part-segmentation-on-shapenet-partPointGPT-L + PLT (extra data)#32Instance Average IoU: 86.2Class Average IoU: 84.07