SOTA Open-Vocabulary Segmentation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Cityscapes	SegEarth-OV3	mIoU69.7	49	3mo ago
COCO Object	ProxyCLIP*	mIoU38.7	40	14d ago
PASCAL Context	+CS & AMF (GCLIP)	mIoU36.8	33	22d ago
Pascal VOC 21 2012 (val)	CONCEPTBANK	mIoU87.1	27	3mo ago
Pascal Context 60 (val)	CONCEPTBANK	mIoU56.5	26	3mo ago
ADE20K (ADE) (val)	CONCEPTBANK	mIoU43.3	25	3mo ago
COCO-Object (COCO-O) (val)	CONCEPTBANK	mIoU67.9	25	3mo ago
Pascal VOC 20 2012 (val)	CONCEPTBANK	mIoU97.4	23	3mo ago
ADE20K	ViT-Adapter	mIoU47.47	22	8d ago
iSAID	RSKT-Seg	mIoU54.3	21	3mo ago
Vaihingen	CONCEPTBANK	mIoU63	21	3mo ago
Potsdam	Oracle	mIoU74.3	21	3mo ago
LoveDA	Oracle	mIoU50	21	3mo ago
Vaihingen (test)	CONCEPTBANK	mIoU63	19	28d ago
Potsdam (test)	CONCEPTBANK	mIoU60.5	19	28d ago
LoveDA (test)	CONCEPTBANK	mIoU49.4	19	28d ago
UOVSBench Average	Earth2Ocean	aAcc68.17	18	2mo ago
AquaO V255	Earth2Ocean	aAcc55.98	18	2mo ago
USIS16K	Earth2Ocean	Average Accuracy (aAcc)60.45	18	2mo ago
USIS10K	CorrCLIP	aAcc75.04	18	2mo ago
SUIM	Earth2Ocean	aAcc78.34	18	2mo ago
MAS3K	Earth2Ocean	aAcc67.26	18	2mo ago
DUT-Seg	Earth2Ocean	aAcc74.37	18	2mo ago
Natural-scene (NS) benchmark suite V21, PC60, COCO-O, V20, PC59, COCO-S, City, ADE	CONCEPTBANK	V21 mIoU (with background)87.1	18	3mo ago
Mapillary CS	ViT-Adapter	mIoU40.15	16	8d ago

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