SOTA Open-Vocabulary Segmentation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Cityscapes	SegEarth-OV3	mIoU69.7	49	1mo ago
COCO Object	ProxyCLIP*	mIoU38.7	34	25d ago
Pascal VOC 21 2012 (val)	CONCEPTBANK	mIoU87.1	27	1mo ago
Pascal Context 60 (val)	CONCEPTBANK	mIoU56.5	26	1mo ago
ADE20K (ADE) (val)	CONCEPTBANK	mIoU43.3	25	1mo ago
COCO-Object (COCO-O) (val)	CONCEPTBANK	mIoU67.9	25	1mo ago
Pascal VOC 20 2012 (val)	CONCEPTBANK	mIoU97.4	23	1mo ago
iSAID	RSKT-Seg	mIoU54.3	21	1mo ago
Vaihingen	CONCEPTBANK	mIoU63	21	1mo ago
Potsdam	Oracle	mIoU74.3	21	1mo ago
LoveDA	Oracle	mIoU50	21	1mo ago
PASCAL Context	INSIGHT_thres	mIoU33.2	20	1mo ago
UOVSBench Average	Earth2Ocean	aAcc68.17	18	1mo ago
AquaO V255	Earth2Ocean	aAcc55.98	18	1mo ago
USIS16K	Earth2Ocean	Average Accuracy (aAcc)60.45	18	1mo ago
USIS10K	CorrCLIP	aAcc75.04	18	1mo ago
SUIM	Earth2Ocean	aAcc78.34	18	1mo ago
MAS3K	Earth2Ocean	aAcc67.26	18	1mo ago
DUT-Seg	Earth2Ocean	aAcc74.37	18	1mo ago
Natural-scene (NS) benchmark suite V21, PC60, COCO-O, V20, PC59, COCO-S, City, ADE	CONCEPTBANK	V21 mIoU (with background)87.1	18	1mo ago
ADE20K	INSIGHT_thres	mIoU20.4	18	1mo ago
Pascal VOC	CoM-PT	mIoU79.52	16	4d ago
iSAID (test)	RSKT-Seg	mIoU54.3	14	1mo ago
Vaihingen (test)	CONCEPTBANK	mIoU63	14	1mo ago
Potsdam (test)	CONCEPTBANK	mIoU60.5	14	1mo ago

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