Part Segmentation

Benchmarks

Dataset Name	SOTA Method	Metric
ShapeNetPart (test)	M2PT-Video	mIoU (Inst.)87.5	358	1mo ago
ShapeNetPart	MCFT	mIoU (Instance)89	254	17d ago
ShapeNet part	PartNet	mIoU87.4	46	4mo ago
ShapeNet In-Context	PIC-Cat + MICAS	mIoU87.9	34	4mo ago
ShapeNet Parts	PointCNN	mpIoU84.6	31	4mo ago
Real-world dataset	SCAPO	mIoU (75%)98.79	24	1mo ago
ADE20K Part-234	PartCATSeg	h-IoU49.96	24	4mo ago
PASCAL-PART	INSID3	mIoU50.5	22	3mo ago
ShapeNet Part Segmentation (test)	SASO	mIoU86.4	22	4mo ago
PartNet (test)	ALIGN-Parts	mIoU75.3	19	4mo ago
ShapeNet In-Context 1.0 (test)	DeformPIC	mIoU83.9	18	3mo ago
Pascal-Part-116 (test)	PartCLIPSeg	mIoU (Unseen)31.67	18	4mo ago
PACO-Part	INSID3	mIoU38.7	17	3mo ago
ShapeNet	Ours (repr. + graph)	mIoU0.891	17	2mo ago
PartNetE	PA3FF	mIoU70.6	16	4mo ago
HOI4D synthetic (test)		Part Segmentation IoU99.28	15	1mo ago
Two-part objects	Articulation in Motion (Ours)	Fridge88.01	15	4mo ago
SN-Part (val)	SPoTr	mIoU (Instance)87.2	15	4mo ago
ShapeNet synthetic (test)	Psi-CNN	Instance mIoU86.8	14	4mo ago
PartImageNet (PartIN)	RATS	M2O mIoU48.77	13	1mo ago
IN-S919	RATS	M2O mIoU75.39	13	1mo ago
ImageNet (IN)	RATS	mIoU (M2O)23.47	13	1mo ago
ADE20K	RATS	M2O mIoU30.77	13	1mo ago
COCO	RATS	M2O mIoU19.32	13	1mo ago
DensePoint (test)	Fourier-based colored point cloud encoding	Cls. mIoU86.03	13	3mo ago

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