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Published at December 5

A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers

cs.CV

cs.LG

cs.PF

Released Date: December 5, 2024

Authors: Anaïs Halin¹, Sébastien Piérard¹, Anthony Cioppa¹, Marc Van Droogenbroeck¹

Aff.: ¹Montefiore Institute, University of Liège, Liège, Belgium

Arxiv: http://arxiv.org/pdf/2412.04377v1

Refer to caption

	FCN [39, 50]	DeepLabV3 [11]	PSPNet [66]	ERFNet [49]	DeepLabV3+ [12]	EncNet [64]	NonLocal Net [53]	BiSeNetV1 [60]	ICNet [67]	PSANet [68]	UPerNet [56]	FastFCN [54]	Fast-SCNN [46]	ISANet [30]	APCNet [29]	DANet [24]	Semantic FPN [34]	ANN [71]	CCNet [31]	DMNet [28]	EMANet [37]	GCNet [9]	PointRend [35]	DNLNet [59]	OCRNet [63]	CGNet [55]	SETR [69]	BiSeNetV2 [61]	STDC [20]	DPT [48]	Segmenter [51]	K-Net [65]	MaskFormer [13]	SegFormer [57]	Mask2Former [14]	SAN [58]
♠ Cityscapes [16]	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓	✓					✓	✓
♥ ADE20K [70]	✓	✓	✓		✓	✓	✓			✓	✓	✓		✓	✓	✓	✓	✓	✓	✓		✓	✓	✓	✓		✓			✓	✓	✓	✓	✓	✓
♠ Pascal VOC 2012 [19]	✓	✓	✓		✓		✓				✓			✓		✓		✓	✓			✓			✓
♣ COCO-Stuff 164k [8]		✓	✓					✓																												✓