Panoptic Segmentation

Benchmarks

Dataset Name	SOTA Method	Metric
Cityscapes (val)	OneFormer + ViT-P	PQ70.8	276	3d ago
COCO (val)	OpenSeeD (L)	PQ59.5	219	3d ago
COCO 2017 (val)	Mask2Former	PQ59.9	172	3d ago
COCO (test-dev)	Panoptic SegFormer	PQ56.2	162	3d ago
ADE20K (val)	OneFormer	PQ54.5	89	2d ago
Mapillary Vistas (val)	Panoptic-DeepLab w/ SWideRNet-(1, 1, 4.5)	PQ44.8	82	3d ago
Cityscapes (test)	EfficientPS	PQ67.1	51	3d ago
COCO 2017 (test-dev)	CMT-DeepLab (iter 200k)	PQ55.7	41	3d ago
COCO 2017		PQ0.514	36	3d ago
ADE20K 150 59 (val)	Osprey-7B	Panoptic Quality (PQ)41.89	35	3d ago
nuScenes (val)	PolarStream	PQ69.6	31	3d ago
ADE20K	DINAT-L	PQ49.4	24	3d ago
MS-COCO (val)	U3HS	PQ962	24	3d ago
COCO	HIPIE	PQ58	23	3d ago
COCO (test)		PQ51.9	23	3d ago
SYNTHIA to Cityscapes	UniDAformer	Road IoU87.7	19	3d ago
COCO closed-vocabulary	OpenSD	PQ58.8	18	3d ago
MS-COCO 2018 (test-dev)		PQ (Panoptic Quality)53.2	15	3d ago
ADE20K open-vocabulary	ODISE	PQ23.5	14	3d ago
COCO 2014 (val)	MOAT-4	PQ46.7	14	3d ago
COCO 2017 (minival)	Mask2Former (FocalNet-L†, 200 queries)	PQ57.9	14	3d ago
COCO 5K images (val)		PQ52.5	13	3d ago
PanNuke (three-fold cross-validation)	LKCell	Neoplastic58.4	12	3d ago
NYU v2 (test)	PanopticNDT (EMSANet-R34-NBt1D)	PQ51.15	12	3d ago
COCO panoptic 133 categories (val)	MaskFormer	PQ52.7	12	3d ago

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