SOTA Point Cloud Classification benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
ModelNet40 (test)	RepSurf-U	Accuracy94.7	229	29d ago
ModelNet40		ASR11.39	100	4mo ago
ScanObjectNN PB_T50_RS	Recon	Overall Accuracy90.63	100	3mo ago
ScanObjectNN PB_T50_RS (test)		Overall Accuracy90.01	91	4mo ago
ShapeNet Part	3D-ADV	Accuracy100	80	4mo ago
ModelNet40 v1 (test)		ASR100	76	4mo ago
ModelNet10 (test)	PC-GAN (CD)	Accuracy95.4	71	4mo ago
ScanObjectNN OBJ_BG	Point-FEMAE	Overall Accuracy95.18	66	4mo ago
KITTI (test)	RIConv++	Test Accuracy99.8	60	4mo ago
ModelNet-C (test)	EPiC & Refocusing	mCE0.476	58	4mo ago
STPCTLS (5-fold stratified cross-validation)	MS-DGCNN++	Accuracy92.91	57	4mo ago
HeliALS (test)	MS-DGCNN++	Accuracy73.66	56	4mo ago
ModelNet10	PointAugment	Accuracy96.7	52	2mo ago
ScanObjectNN OBJ-ONLY	Point-MAE w/ LCM	Overall Accuracy92.75	52	4mo ago
ModelNet40	APC	Adversarial Accuracy84.9	45	3mo ago
ScanObjectNN OBJ_ONLY	APC	Adversarial Accuracy82.9	45	3mo ago
ScanObjectNN v1 (test)		ASR100	40	4mo ago
ModelNet40 synthetic (test)	PointMLP	Overall Accuracy94.5	34	4mo ago
ShapeNet	PWaveP	Eidos98.08	28	4mo ago
ModelNet40 10-way 20-shot 76	PointGPT-L + PointGST	Accuracy97.6	25	4mo ago
ModelNet40 10-way 10-shot 76	PointGPT-L + PointGST	Accuracy96.3	25	4mo ago
ModelNet40 5-way 10-shot 76	Point-MAE + PointGST	Accuracy98	25	4mo ago
ModelNet-40	PointMLP	Overall Accuracy (OA)94.1	24	2mo ago
ModelNet40 10-way 20-shot		Accuracy95.8	21	4mo ago
ModelNet40 10-way 10-shot	PointGST	Accuracy (Mean)93.7	21	4mo ago

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