Image Segmentation

Benchmarks

Dataset Name	SOTA Method	Metric
LN-EXT (test)	Switch	Dice79.74	51	29d ago
LN-INT (test)	Switch	Dice84.69	51	29d ago
ISIC 2016 (test)	SegFormer-B4	Dice Coefficient92.88	40	1mo ago
SynthStrip (test)	Cluster+Combined	Dice (median)83.3	24	1mo ago
BIG (test)	CRM	IoU94.18	20	1mo ago
Carvana	U-Net (Full Precision)	IoU99.4	17	17d ago
MS COCO (Full dataset)	DCQ	AP5047.38	16	1mo ago
LVIS LQ-1 (test)	GleSAM2++	IoU64.3	15	1mo ago
LVIS LQ-2 (test)	GleSAM2++	IoU62.2	15	1mo ago
LVIS LQ-3 (test)	GleSAM2++	IoU58.4	15	1mo ago
ThinObject-5K LQ-1 (test)	GleSAM2++	IoU83.4	15	1mo ago
ThinObject-5K LQ-2 (test)	GleSAM2++	IoU0.807	15	1mo ago
ThinObject-5K LQ-3 (test)	GleSAM2++	mIoU77.6	15	1mo ago
MICCAI FLARE 2022	M4oE	Liver97.08	15	1mo ago
COCO-20i (val)	HDMNet	FB-IoU (%)77.7	14	1mo ago
PASCAL-C (test)	Concept Replacer	I-Seg69.29	12	1mo ago
BSDS500 (test)	HypeGBMS	SC23.05	11	1mo ago
SA-1B 1.0 (train)	SAM-H	mIoU78.3	11	1mo ago
KiTS19 kidney (tumor) (val)	Quality-Aware Memory Network	DSC89.1	11	1mo ago
KiTS19 kidney (organ) (val)		DSC97.4	11	1mo ago
MSD colon cancer (val)	Quality-Aware Memory Network	DSC80.4	11	1mo ago
MSD lung cancer (val)	Quality-Aware Memory Network	DSC82	11	1mo ago
OASIS	IFS U-Net++	Accuracy97.95	10	29d ago
IBSR	IFS U-Net++	Accuracy99.31	10	29d ago
ECSSD	UNet	Running time per epoch (s)5.54	10	1mo ago

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