Experiment About Different Models On CamVid

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drnseg_a_asymmetric_18

model	dataset	data_augment	solver	lr	mIoU on test	mIoU on val
drnseg_a_asymmetric_18	CamVid	True	Adam	1e-4 Polynomial	0.52	0.64

test
('FreqW Acc : \t', 0.7480140451512624)
('Overall Acc: \t', 0.8485693848354793)
('Mean Acc : \t', 0.6691773717182845)
('Mean IoU : \t', 0.5200477414567214)
(0, 0.8703268482111521)
(1, 0.7444923275238022)
(2, 0.220143968582406)
(3, 0.9006616267566392)
(4, 0.7280678329717994)
(5, 0.67441106348017)
(6, 0.30791116914622374)
(7, 0.27702273663274146)
(8, 0.7131527308405102)
(9, 0.3732300272115494)
(10, 0.43115256612366437)
(11, 0.0)

val
('FreqW Acc : \t', 0.8724396532274968)
('Overall Acc: \t', 0.926297384946828)
('Mean Acc : \t', 0.7673188682618776)
('Mean IoU : \t', 0.6425360284469198)
(0, 0.9255498218344776)
(1, 0.875076442288688)
(2, 0.16499666386237707)
(3, 0.9663822151276108)
(4, 0.8731120297982072)
(5, 0.9046534009726946)
(6, 0.4412606220136763)
(7, 0.6346996998696124)
(8, 0.7766318674956714)
(9, 0.43558687104360516)
(10, 0.7124827070564164)
(11, 0.0)

loss_iteration

loss_epoch

mIoU_epoch

example visualization

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experiments

• BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation #47 BiSeNet implements