SOTA Open-Vocabulary Segmentation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Cityscapes	SegEarth-OV3	mIoU69.7	55	1mo ago
COCO Object	ProxyCLIP*	mIoU38.7	40	2mo ago
iSAID	RSKT-Seg	mIoU54.3	33	1mo ago
Vaihingen	ProC-SAM3	mIoU64.5	33	1mo ago
Potsdam	Oracle	mIoU74.3	33	1mo ago
LoveDA	Oracle	mIoU50	33	1mo ago
PASCAL Context	+CS & AMF (GCLIP)	mIoU36.8	33	2mo ago
ADE20K	ViT-Adapter	mIoU47.47	28	1mo ago
Pascal VOC 21 2012 (val)	CONCEPTBANK	mIoU87.1	27	4mo ago
Pascal Context 60 (val)	CONCEPTBANK	mIoU56.5	26	4mo ago
ADE20K (ADE) (val)	CONCEPTBANK	mIoU43.3	25	4mo ago
COCO-Object (COCO-O) (val)	CONCEPTBANK	mIoU67.9	25	4mo ago
Pascal VOC 20 2012 (val)	CONCEPTBANK	mIoU97.4	23	4mo ago
Pascal VOC	CoM-PT	mIoU79.52	22	1mo ago
Vaihingen (test)	CONCEPTBANK	mIoU63	19	2mo ago
Potsdam (test)	CONCEPTBANK	mIoU60.5	19	2mo ago
LoveDA (test)	CONCEPTBANK	mIoU49.4	19	2mo ago
UOVSBench Average	Earth2Ocean	aAcc68.17	18	4mo ago
AquaO V255	Earth2Ocean	aAcc55.98	18	4mo ago
USIS16K	Earth2Ocean	Average Accuracy (aAcc)60.45	18	4mo ago
USIS10K	CorrCLIP	aAcc75.04	18	4mo ago
SUIM	Earth2Ocean	aAcc78.34	18	4mo ago
MAS3K	Earth2Ocean	aAcc67.26	18	4mo ago
DUT-Seg	Earth2Ocean	aAcc74.37	18	4mo ago
Natural-scene (NS) benchmark suite V21, PC60, COCO-O, V20, PC59, COCO-S, City, ADE	CONCEPTBANK	V21 mIoU (with background)87.1	18	4mo ago

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