SOTA Part Segmentation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
ShapeNetPart (test)	M2PT-Video	mIoU (Inst.)87.5	347	1d ago
ShapeNetPart	MCFT	mIoU (Instance)89	246	2mo ago
ShapeNet part	PartNet	mIoU87.4	46	3mo ago
ShapeNet In-Context	PIC-Cat + MICAS	mIoU87.9	34	2mo ago
ShapeNet Parts	PointCNN	mpIoU84.6	31	3mo ago
Real-world dataset	SCAPO	mIoU (75%)98.79	24	1d ago
ADE20K Part-234	PartCATSeg	h-IoU49.96	24	2mo ago
PASCAL-PART	INSID3	mIoU50.5	22	2mo ago
ShapeNet Part Segmentation (test)	SASO	mIoU86.4	22	3mo ago
PartNet (test)	ALIGN-Parts	mIoU75.3	19	3mo ago
ShapeNet In-Context 1.0 (test)	DeformPIC	mIoU83.9	18	1mo ago
Pascal-Part-116 (test)	PartCLIPSeg	mIoU (Unseen)31.67	18	3mo ago
PACO-Part	INSID3	mIoU38.7	17	2mo ago
ShapeNet	Ours (repr. + graph)	mIoU0.891	17	27d ago
PartNetE	PA3FF	mIoU70.6	16	3mo ago
HOI4D synthetic (test)		Part Segmentation IoU99.28	15	1d ago
Two-part objects	Articulation in Motion (Ours)	Fridge88.01	15	3mo ago
SN-Part (val)	SPoTr	mIoU (Instance)87.2	15	3mo ago
ShapeNet synthetic (test)	Psi-CNN	Instance mIoU86.8	14	3mo ago
DensePoint (test)	Fourier-based colored point cloud encoding	Cls. mIoU86.03	13	2mo ago
PartImageNet (val)	Compositor	mIoU64.64	13	3mo ago
PartImageNet	PartCATSeg	Seen73.83	12	3mo ago
PartNet-E few-shot	SegGraph	mIoU (Bottle)90	11	3mo ago
Shape2Motion synthetic (test)		Segmentation IoU (Part)94.46	10	1d ago
Lightwheel (test)	PARTICULATE	gIoU0.286	10	3mo ago

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