notesum.ai
Published at December 5A 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

|
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] | ✓ | ✓ | ✓ | ✓ |