SOTA Crack Segmentation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Concrete3k Facade390 Road420 Zero-shot	LoRA	Zero-shot F1 (Concrete)75.47	32	1mo ago
OmniCrack (test)		F1 Score0.6786	32	1mo ago
Crack500	FGOS-Net	mIoU79.15	31	1mo ago
CRACK500 (test)	RIFT-B	mIoU79.4	29	1mo ago
DeepCrack (test)	MixerCSeg	mIoU91.51	25	1mo ago
CrackMap (test)	RIFT-B	mIoU82.7	24	1mo ago
CamCrack789 (test)	RIFT-B	mIoU86.1	24	1mo ago
TUT	FGOS-Net	mIoU85.73	22	2mo ago
CrackMap	SCRWKV	mIoU81.06	22	1mo ago
DeepCrack	SCRWKV	mIoU92.89	22	2mo ago
LCSD (test)	dual-branch prototype learning network	mIoU70.37	16	4mo ago
llCrackSeg9k (test)	dual-branch prototype learning network	mIoU71.4	16	4mo ago
UAV_Crack	CrackGeoFM	Dice0.6339	12	1mo ago
cracktree200	CrackGeoFM	Dice28.21	12	1mo ago
Stone331	CrackGeoFM	Dice27.39	12	1mo ago
Rissbilder	PAN	Dice61.92	12	1mo ago
LCSD	CrackGeoFM	Dice Score54.19	12	1mo ago
Eugen Miller	SegFormer	Dice67.76	12	1mo ago
Efficiency Analysis Profile 256x256 (test)	SCSegamba	Parameters3.05	11	3mo ago
CRACK500 to CrackTree260 (test)	SegFlow	mIoU30.5	10	4mo ago
Efficiency Evaluation Benchmark	RIFT-T	FLOPs (G)1.39	8	1mo ago
CamCrack789	RIFT-B	Skeleton F1 (micro)94.7	8	1mo ago
DeepCrack, Crack500, CamCrack789, CrackMap (cross-dataset)	RIFT-B	mIoU (DeepC -> C500)65.3	7	1mo ago
Curated facade defect (test)	FacadeFixer	mIoU66.98	6	4mo ago
Crack segmentation dataset	Hybrid-Segmentor	Accuracy97.1	6	4mo ago

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