SOTA Point Cloud Classification benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
ModelNet40 (test)	RepSurf-U	Accuracy94.7	229	2mo ago
ModelNet40		ASR11.39	100	3mo ago
ScanObjectNN PB_T50_RS	Recon	Overall Accuracy90.63	100	1mo ago
ScanObjectNN PB_T50_RS (test)		Overall Accuracy90.01	91	3mo ago
ShapeNet Part	3D-ADV	Accuracy100	80	3mo ago
ModelNet40 v1 (test)		ASR100	76	3mo ago
ModelNet10 (test)	PC-GAN (CD)	Accuracy95.4	71	3mo ago
ScanObjectNN OBJ_BG	Point-FEMAE	Overall Accuracy95.18	66	2mo ago
KITTI (test)	RIConv++	Test Accuracy99.8	60	3mo ago
ModelNet-C (test)	EPiC & Refocusing	mCE0.476	58	3mo ago
STPCTLS (5-fold stratified cross-validation)	MS-DGCNN++	Accuracy92.91	57	2mo ago
HeliALS (test)	MS-DGCNN++	Accuracy73.66	56	2mo ago
ModelNet10	PointAugment	Accuracy96.7	52	15d ago
ScanObjectNN OBJ-ONLY	Point-MAE w/ LCM	Overall Accuracy92.75	52	2mo ago
ModelNet40	APC	Adversarial Accuracy84.9	45	1mo ago
ScanObjectNN OBJ_ONLY	APC	Adversarial Accuracy82.9	45	1mo ago
ScanObjectNN v1 (test)		ASR100	40	3mo ago
ModelNet40 synthetic (test)	PointMLP	Overall Accuracy94.5	34	3mo ago
ShapeNet	PWaveP	Eidos98.08	28	3mo ago
ModelNet40 10-way 20-shot 76	PointGPT-L + PointGST	Accuracy97.6	25	3mo ago
ModelNet40 10-way 10-shot 76	PointGPT-L + PointGST	Accuracy96.3	25	3mo ago
ModelNet40 5-way 10-shot 76	Point-MAE + PointGST	Accuracy98	25	3mo ago
ModelNet-40	PointMLP	Overall Accuracy (OA)94.1	24	16d ago
ModelNet40 10-way 20-shot		Accuracy95.8	21	3mo ago
ModelNet40 10-way 10-shot	PointGST	Accuracy (Mean)93.7	21	3mo ago

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