notesum.ai

Published at December 3

LoCo: Low-Contrast-Enhanced Contrastive Learning for Semi-Supervised Endoscopic Image Segmentation

cs.CV

Released Date: December 3, 2024

Authors: Lingcong Cai¹, Yun Li², Xiaomao Fan¹, Kaixuan Song¹, Yongcheng Li¹, Yixuan Yuan³, Ruxin Wang⁴, Wenbin Lei²

Aff.: ¹Shenzhen Technology University; ²The First Affiliated Hospital, Sun Yat-Sen University; ³The Chinese University of Hong Kong; ⁴Chinese Academy of Sciences

Arxiv: http://arxiv.org/pdf/2412.02314v1

Method	10%			30%			50%
Method	Malignant	Benign	mIoU	Malignant	Benign	mIoU	Malignant	Benign	mIoU
Supervised	65.69	36.65	51.17	70.98	45.96	58.47	73.47	55.63	64.55
FixMatch	70.20	46.44	58.32	73.93	49.00	61.46	73.62	54.38	64.00
U²PL	68.33	46.68	57.50	72.31	50.81	61.56	73.93	57.98	65.95
UniMatch	70.08	47.88	58.98	73.67	49.11	61.39	74.42	55.13	64.77
AugSeg	71.21	48.83	60.02	74.22	51.22	62.72	74.53	57.76	66.14
CorrMatch	67.09	41.92	54.50	71.11	44.37	57.74	71.21	48.14	59.67
Ours	72.19	52.96	62.57	75.75	56.51	66.13	76.23	61.56	68.89