Open Vocabulary Semantic Segmentation

Benchmarks

Dataset Name	SOTA Method	Metric
Pascal VOC 20	ESC-Net	mIoU98.3	104	8d ago
Pascal Context PC-59		mIoU68.68	89	15d ago
ADE20K without background	DeCLIP	mIoU2,190	72	24d ago
ADE20K A-150		mIoU53.99	71	26d ago
COCO Stuff without background	SAM-CLIP	mIoU31.5	71	24d ago
PASCAL Context Context60 with background	Trident	mIoU40.1	69	24d ago
COCO Object with background	CLIPtrase	mIoU43.6	68	24d ago
Cityscapes without background	Trident	mIoU47.6	67	24d ago
PASCAL Context 59 without background	Trident	mIoU44.3	67	24d ago
ADE-847	ESC-Net	mIoU18.1	63	4d ago
COCOStuff (val)	CONCEPTBANK	mIoU46.4	60	1mo ago
PASCAL Context 59 (val)		mIoU65.7	49	26d ago
PC-459	MROVSeg	mIoU24.1	47	4d ago
Cityscapes	OVS-DINO	mIoU42.9	43	8d ago
ADE20K	SPAR	mIoU26.1	42	8d ago
PASCAL VOC VOC21 with background 2012	Trident	mIoU70.8	40	25d ago
Cityscapes (val)	CONCEPTBANK	mIoU75.1	37	1mo ago
COCO-Stuff	OVS-DINO	mIoU34.2	34	8d ago
Pascal Context 60	SPAR	mIoU37.1	32	15d ago
Pascal VOC 21	CLIP-DINOiser	mIoU64.6	32	15d ago
Pascal VOC 2012 (val)	SegEarth-OV3	mIoU96.8	28	1mo ago
PAS-20 Pascal VOC (test)	CAT-Seg	mIoU96.6	28	25d ago
PASCAL-Context PC-459	ESC-Net	mIoU27	24	1mo ago
PASCAL VOC VOC20 without background 2012	Trident	mIoU88.7	24	1mo ago
Pascal Context-59 (test)	CAT-Seg	mIoU62	24	1mo ago

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