51ΙηΗψΊΪΑΟ

This is the accompanying table for Mirikharaji et al., "A Survey on Deep Learning for Skin Lesion Segmentation", 2023. A downloadable version is also available as .

Index Paper Title Year Venue Datasets Architectural Modules Loss Function Performance (Jaccard) Cross-data Evaluation Augmentation Post-processing Code Provided
16Vesal et al., 2018peer-reviewed conferenceISIC2017, PH2dilated conv., dense con., skip con.Dice88.00%βœ“-βœ—βœ—
36Goyal et al., 2019peer-reviewed journalISIC2017, PH2dilated conv., parallel m.s. conv., separable conv.-79.34%βœ“-βœ“βœ—
2He et al., 2017peer-reviewed conferenceISIC2016, ISIC2017residual con., skip con., image pyramidDice, CE, DS75.80%βœ—rotationβœ“βœ—
17Venkatesh et al., 2018peer-reviewed conferenceISIC2017residual con., skip con.Jaccard76.40%βœ—rotation, flipping, translation, scalingβœ“βœ—
37Azad et al., 2019peer-reviewed conferenceISIC2018skip con., dense con., recurrent CNNCE74.00%βœ—-βœ—βœ“
38Alom et al., 2019peer-reviewed journalISIC2017skip con., residual con., recurrent CNNCE75.68%βœ—-βœ—βœ—
39Yuan and Lo, 2019peer-reviewed journalISIC2017-Tanimoto76.50%βœ—rotation, flipping, shifting, scaling, random normaliz.βœ“βœ—
40Goyal et al., 2019peer-reviewed conferenceISIC2017, PH2dilated conv., parallel m.s. conv.WCE82.20%βœ“-βœ—βœ—
18Yang et al., 2018non peer-reviewed technical reportISIC2017skip con., parallel m.s. conv.-74.10%βœ—rotation, flippingβœ—βœ—
19Sarker et al., 2018peer-reviewed conferenceISIC2016, ISIC2017skip con., residual con., dilated conv., pyramid poolingCE, EPE78.20%βœ—rotation, scalingβœ—βœ“
20Al-Masni et al., 2018peer-reviewed journalISIC2017, PH2-CE77.10%βœ“rotationβœ—βœ—
21Li et al., 2018peer-reviewed conferenceISIC2017skip con., residual con.DS77.23%βœ—flipping, rotationβœ—βœ“
41Bi et al., 2019peer-reviewed journalISIC2016, ISIC2017, PH2skip con., residual con.,CE77.73%βœ“flipping, croppingβœ“βœ—
3Bozorgtabar et al., 2017peer-reviewed journalISIC2016--80.60%βœ—rotationβœ—βœ—
42Tschandl et al., 2019peer-reviewed journalISIC2017skip con.CE, Jaccard76.80%βœ—flipping, rotationβœ“βœ—
22Zeng and Zheng, 2018peer-reviewed conferenceISIC2017dense con., skip con., image pyramidCE, l2, DS78.50%βœ—flipping, rotationβœ“βœ—
43Li et al., 2021peer-reviewed journalISIC2017skip con., dense con., semi-supervised, ensembleCE, l179.80%βœ—flipping, rotating, scalingβœ“βœ—
23DeVries and Taylor, 2018non peer-reviewed technical reportISIC2017skip con.CE73.00%βœ—flipping, rotationβœ—βœ—
44Zhang et al., 2019peer-reviewed journalISIC2016, ISIC2017skip con.CE72.94%βœ—-βœ—βœ—
45Baghersalimi et al., 2019peer-reviewed journalISIC2016, ISIC2017, PH2skip con., residual con., dense con.Tanimoto78.30%βœ“flipping, croppingβœ—βœ—
78Hasan et al., 2020peer-reviewed journalISIC2017, PH2skip con., dense con., separable conv.CE, Jaccard77.50%βœ“rotation, zooming, shifting, flippingβœ—βœ“
24Izadi et al., 2018peer-reviewed conferenceDermoFitskip con.CE, ADV81.20%βœ—flipping, rotation, elastic deformationβœ—βœ“
46Jiang et al., 2019peer-reviewed conferenceISIC2017residual con., dilated conv., GANADV, l276.90%βœ—rotation, flippingβœ—βœ—
47Tang et al., 2019peer-reviewed conferenceISIC2016skip con.Tanimoto, DS85.34%βœ—rotation, flippingβœ—βœ—
48Bi et al., 2019peer-reviewed conferenceISIC2017residual con.CE77.14%βœ—GANβœ—βœ—
25Li et al., 2018peer-reviewed journalISIC2016, ISIC2017skip con., residual con., dense con.Jaccard, DS76.50%βœ—-βœ—βœ—
26Mirikharaji and Hamarneh, 2018peer-reviewed conferenceISIC2017residual con.CE, Star shape77.30%βœ—-βœ—βœ—
49Abraham and Khan, 2019peer-reviewed conferenceISIC2018skip con., image pyramid, attentionTV, Focal74.80%βœ—-βœ—βœ“
27Pollastri et al., 2018peer-reviewed conferenceISIC2017-Jaccard, l178.10%βœ—GANβœ“βœ—
50Cui et al., 2019peer-reviewed conferenceISIC2018dilated conv., parallel m.s. conv., separable conv.-83.00%βœ—-βœ—βœ—
79Al Nazi and Abir, 2020peer-reviewed conferenceISIC2018, PH2skip con.Dice80.00%βœ“rotation, zooming, flipping, elastic dist., Gaussian dist., histogram equal., color jitteringβœ—βœ“
51Song et al., 2019peer-reviewed conferenceISIC2017skip con., residual con., dense con., attention mod.CE, Jaccard76.50%βœ—-βœ—βœ—
52Singh et al., 2019peer-reviewed journalISIC2016, ISIC2017, ISIC2018skip con., residual con., factorized conv., attention mod., GANCE, l1, EPE78.65%βœ—-βœ—βœ“
53Tan et al., 2019peer-reviewed journalISIC2017, DermoFit, PH2dilated conv.Dice62.29%*βœ“-βœ“βœ—
54Kaul et al., 2019peer-reviewed conferenceISIC2017skip con., residual con., attention mod.Dice75.60%βœ—channel shiftβœ—βœ—
55De Angelo et al., 2019peer-reviewed conferenceISIC2017, Privateskip con.CE, Dice76.07%βœ—flipping, shifting, rotation, color jitteringβœ“βœ—
56Zhang et al., 2019peer-reviewed journalISIC2017, PH2skip con., residual con., parallel m.s. conv.CE, Dice, DS78.50%βœ“flipping, rotation, whitening, contrast enhance.βœ“βœ—
28Vesal et al., 2018abstractISIC2017dilated conv., dense con., skip con.Dice76.67%βœ—rotation, flipping, translation, scaling, color shiftβœ—βœ—
57Soudani and Barhoumi, 2019peer-reviewed journalISIC2017residual con.CE78.60%βœ—rotation, flippingβœ—βœ—
58Mirikharaji et al., 2019peer-reviewed conferenceISIC2017skip con.WCE68.91%*βœ—-βœ—βœ—
29Chen et al., 2018peer-reviewed conferenceISIC2017residual con., dilated conv., parallel m.s. conv.WCE78.70%βœ—rotation, flipping, cropping, zooming, Gaussian noiseβœ“βœ—
59Nasr-Esfahani et al., 2019peer-reviewed journalDermQuestdense con.,WCE85.20%βœ—rotation, flipping, croppingβœ—βœ—
30Jahanifar et al., 2018non peer-reviewed technical reportISIC2016, ISIC2017, ISIC2018skip con., pyramid pooling, parallel m.s. conv.Tanimoto80.60%βœ“flipping, rotation, zooming, translation, shearing, color shift, intensity scaling, adding noises, contrast adjust., sharpness adjust., disturb illumination, hair occlusionβœ“βœ—
60Wang et al., 2019peer-reviewed conferenceISIC2017, ISIC2018skip con., residual con., parallel m.s. conv., attention mod.WDice77.60%βœ—copping, flippingβœ—βœ—
61Sarker et al., 2019non peer-reviewed technical reportISIC2017, ISIC2018factrized conv., attention mod., GANCE, Jaccard, l1, ADV77.98%βœ—flipping, gamma reconst., contrast adjust.βœ—βœ—
31Mirikharaji et al., 2018peer-reviewed conferenceISIC2016skip con.CE83.30%βœ—flipping, rottaionβœ—βœ—
62Tu et al., 2019peer-reviewed journalISIC2017, PH2skip con., residual con., dense con., GANJaccard, EPE, l1, DS, ADV76.80%βœ“flippingβœ—βœ—
63Wei et al., 2019peer-reviewed journalISIC2016, ISIC2017, PH2skip con., residual con., attention mod., GANJaccard, l1, ADV80.45%βœ“rotation, flipping, color jitteringβœ—βœ—
64Ünver and Ayan, 2019peer-reviewed journalISIC2017, PH2-l274.81%βœ“-βœ“βœ—
65Al-masni et al., 2019peer-reviewed conferenceISIC2017--77.11%βœ—rotation, flippingβœ—βœ—
80Deng et al., 2020peer-reviewed conferenceISIC2017, PH2dilated conv., parallel m.s. conv., separable conv., semi-supervisedDice, Narrowband suppression83.9%βœ“rotationβœ“βœ—
66Canalini et al., 2019peer-reviewed conferenceISIC2017dilated conv., parallel m.s. conv., separable conv.CE, Tanimoto85.00%βœ—rotating, flipping, shifting, shearing, scaling, color jitteringβœ“βœ—
67Wang et al., 2019peer-reviewed conferenceISIC2017residual con.WCE78.10%βœ—flipping, scalingβœ—βœ—
68Alom et al., 2020peer-reviewed conferenceISIC2018skip con., residual con., recurrent CNNCE88.83%βœ—flippingβœ—βœ—
69Pollastri et al., 2020peer-reviewed journalISIC2017-Tanimoto78.90%βœ—GAN, flipping, rotation, shifting, scaling, color jitteringβœ—βœ—
70Liu et al., 2019peer-reviewed conferenceISIC2017skip con., dilated conv.CE75.20%βœ—scaling, cropping, rotation, flipping, image deformationβœ—βœ—
4Ramachandram and Taylor, 2017peer-reviewed journalISIC2017-CE79.20%βœ—rotation, flipping, color jitteringβœ—βœ—
32Bi et al., 2018non peer-reviewed technical reportISIC2018residual con.CE83.12%βœ—GANβœ—βœ—
71Abhishek and Hamarneh, 2019peer-reviewed conferenceISIC2017, PH2skip con.-68.69%*βœ“rotation, flipping, GANβœ—βœ“
81Xie et al., 2020peer-reviewed journalISIC2017, PH2dilated conv., parallel m.s. conv., separable conv.Dice, Rank80.4%βœ“cropping, scaling, rotation, shearing, shifting, zooming, whitening, flippingβœ—βœ“
33He et al., 2018peer-reviewed journalISIC2016, ISIC2017skip con., residual con., image pyramidCE, Dice, DS76.10%βœ—rotationβœ“βœ—
5Yu et al., 2017peer-reviewed journalISIC2016skip con., residual con.-82.90%βœ—rotation, translation, random noise, croppingβœ—βœ“
6Bi et al., 2017peer-reviewed journalISIC2016, PH2-CE84.64%βœ“flipping, croppingβœ“βœ—
1Jafari et al., 2016peer-reviewed conferenceDermQuestimage pyramid--βœ—-βœ“βœ—
7Jafari et al., 2017peer-reviewed journalDermQuestimage pyramid--βœ—-βœ“βœ—
34Xue et al., 2018peer-reviewed conferenceISIC2017skip con., residual con., global conv., GANl1, DS, ADV78.50%βœ—cropping, color jitteringβœ—βœ—
8Yuan et al., 2017peer-reviewed journalISIC2016, PH2-Tanimoto84.7%βœ“flipping, rotation, scaling, shifting, contrast norm.βœ“βœ—
82Zhang et al., 2020peer-reviewed conferenceSCD, ISIC2016, ISIC2017, ISIC2018skip con.Kappa Loss84.00%*βœ—rotation, shifting, shearing, zooming, flippingβœ—βœ“
83Saha et al., 2020peer-reviewed conferenceISIC2017, ISIC2018skip con., dense con.CE81.9%βœ—color jittering, rotation, flipping, translationβœ—βœ—
84Henry et al., 2020peer-reviewed conferenceISIC2018skip con., parallel m. s. conv., attention mod.-78.04%βœ—color jittering, rotation, cropping, flipping, shiftβœ—βœ“
85Jafari et al., 2020peer-reviewed conferenceISIC2018skip con., residual con., dense con.CE75.5%βœ—-βœ—βœ“
86Li et al., 2020peer-reviewed conferenceISIC2018skip con., residual con., ensemble, semi-supervisedCE, Dice75.5%βœ—-βœ—βœ—
87Guo et al., 2020peer-reviewed conferenceISIC2018skip con., dilated conv., parallel m. s. conv.Focal, Jaccard77.60%βœ—-βœ—βœ“
88Li et al., 2020peer-reviewed conferenceISIC2018skip con., residual con., self-supervisedMSE, KL div.87.74%*βœ—-βœ—βœ—
9Ramachandram and DeVries, 2017non peer-reviewed technical reportISIC2017dilated conv.CE64.20%βœ—rotation, flippingβœ“βœ—
10Bozorgtabar et al., 2017peer-reviewed conferenceISIC2016-CE82.90%βœ—rotationsβœ“βœ—
11Bi et al., 2017peer-reviewed conferenceISIC2016parallel m. s.-86.36%βœ—crops, flippingβœ“βœ—
12Attia et al., 2017peer-reviewed conferenceISIC2016recurrent net.-93.00%βœ—-βœ—βœ—
13Deng et al., 2017peer-reviewed conferenceISIC2016parallel m. s.-84.1%βœ—-βœ—βœ—
14Mishra and Daescu, 2017peer-reviewed conferenceISIC2017skip con.Dice84.2%βœ—rotation, flippingβœ“βœ—
15Goyal et al., 2017peer-reviewed conferenceISIC2017-CE, Dice-βœ—-βœ—βœ—
89Jiang et al., 2020peer-reviewed journalISIC2017, PH2skip con., residual con., attention mod.CE73.35%βœ—flippingβœ—βœ—
90Qiu et al., 2020peer-reviewed journalISIC2017, PH2ensemble-80.02%βœ—translation, rotation, shearingβœ“βœ—
91Xie et al., 2020peer-reviewed journalISIC2016, ISIC2017, PH2attention mod.CE78.3%βœ—rotation, flippingβœ—βœ—
92Zafar et al., 2020peer-reviewed journalISIC2017, PH2skip con., residual con.CE77.2%βœ—rotationβœ—βœ—
72Shahin et al., 2019peer-reviewed conferenceISIC2018skip con., image pyramidGeneralized, Dice73.8%βœ—rotation, flipping, zoomingβœ—βœ—
73Adegun and Viriri, 2019peer-reviewed conferenceISIC2017-Dice83.0%βœ—elasticβœ—βœ—
93Azad et al., 2020peer-reviewed conferenceISIC 2017, ISIC 2018, PH2dilated conv., attention mod.-96.98%βœ—-βœ—βœ“
94Nathan and Kansal, 2020non peer-reviewed technical reportISIC 2016, ISIC 2017, ISIC 2018, PH2skip con., residual con.CE, Dice78.28%βœ—rotation, flipping, shearing, zoomβœ—βœ—
95Mirikharaji et al., 2021peer-reviewed conferenceISIC Archive, PH2, DermoFitskip con., residual con., ensembleCE72.11%βœ—-βœ—βœ—
109Arora et al., 2021peer-reviewed journalISIC 2018skip con., attention mod.Dice, Tversky, Focal Tversky83%βœ—flippingβœ“βœ—
74Taghanaki et al., 2019peer-reviewed conferenceISIC 2017skip con.Dice, l1, SSIM69.35%*βœ—rotation, flipping, gradient-based, perturbationβœ—βœ—
96Öztürk and Özkaya, 2020peer-reviewed journalISIC 2017, PH2residual con.-78.34%βœ“-βœ—βœ—
97Abhishek et al., 2020peer-reviewed conferenceISIC 2017, DermoFit, PH2skip con.Dice75.70%βœ“rotation, flippingβœ—βœ“
75Saini et al., 2019peer-reviewed conferenceISIC 2017, ISIC 2018, PH2skip con., multi-taskDice84.9%βœ—rotation, flipping, shearing, stretch, crop, contrastβœ—βœ—
98Kaymak et al., 2020peer-reviewed journalISIC 2017--72.5%βœ—-βœ—βœ—
99Bagheri et al., 2020peer-reviewed journalISIC2017, DermQuestdilated conv., parallel m.s. conv., separable conv.-79.05%βœ“rotation, flipping, brightness change, resizingβœ—βœ—
100Jayapriya and Jacob, 2020peer-reviewed journalISIC2016skip con., parallel m.s. conv.-92.42%βœ—-βœ—βœ—
101Wang et al., 2020non peer-reviewed technical reportISIC2016, ISIC2017, PH2residual con., dilated conv., attention mod.CE, Dice, DS80.30%βœ“flipping, rotation, croppingβœ—βœ—
76Wang et al., 2019peer-reviewed journalISIC2016, ISIC2017skip con., residual con., dilated conv.WCE81.47%βœ—flipping, scalingβœ—βœ—
110Jin et al., 2021peer-reviewed journalISIC2017, ISIC2018skip con., residual con., attention mod.Dice, Focal80.00%βœ—flipping, rotation, affine trans., scaling, croppingβœ—βœ“
111Hasan et al., 2021peer-reviewed journalISIC 2016, ISIC 2017skip con., residual con., separable conv.Dice, CE66.66%*βœ—flipping, rotation, shifting, zooming, intensity adjust.βœ—βœ—
112Kosgiker et al., 2021peer-reviewed journalISIC 2017, PH2-MSE, CE90.25%βœ—-βœ—βœ—
102Wang et al., 2020non peer-reviewed technical reportISIC2018, PH2attention mod., skip con., parallel m.s. conv., recurrent CNN,Dice, Focal Tversky80.6%βœ—rotation, flipping, croppingβœ—βœ—
103Ribeiro et al., 2020peer-reviewed conferenceISIC Archive, PH2, DermoFitskip con., residual con., dilated conv.Soft Jaccard, CE-βœ“Gaussian noise, color jitteringβœ“βœ“
35Ebenezer and Rajapakse, 2018non peer-reviewed technical reportISIC 2018skip con.Dice75.6%βœ—rotation, flipping, zoomingβœ“βœ“
113Bagheri et al., 2021peer-reviewed journalISIC2016, ISIC2017, ISIC2018, PH2, DermQuestparallel m.s. conv., dilated conv.Dice, CE85.04%βœ“rotation, flipping, color jitteringβœ—βœ—
114Saini et al., 2021peer-reviewed conferenceISIC2017, ISIC2018, PH2pyramid pooling, residual con., skip con., dilated conv., attention mod.Dice85.00%βœ“rotation, shearing, color jitteringβœ—βœ—
115Tong et al., 2021peer-reviewed journalISIC2016, ISIC2017, PH2skip con., attention mod.CE84.2%βœ“flippingβœ—βœ—
116Bagheri et al., 2021peer-reviewed journalDermQuest, ISIC2017, PH2ensembleCE, Focal86.53%βœ“rotation, flipping, color jitteringβœ“βœ—
117Ren et al., 2021peer-reviewed journalISIC2017dense con., dilated conv., separable conv., attention mod.Dice, CE76.92%βœ—flipping, rotationβœ—βœ—
118Liu et al., 2021peer-reviewed journalISIC2017residual con., dilated conv., pyramid poolingWCE79.46%βœ—flipping, cropping, rotation, image deformationβœ—βœ—
119Khan et al., 2021peer-reviewed journalISIC2018skip con., image pyramidDice85.10%βœ—-βœ—βœ“
77Kamalakannan et al., 2019peer-reviewed journalISIC Archiveskip con.CE-βœ—-βœ—βœ—
104Zhu et al., 2020peer-reviewed conferenceISIC2018skip con., residual con., dilated conv., attention mod.CE, Dice82.15%βœ—flippingβœ—βœ—
120Redekop and Chernyavskiy, 2021peer-reviewed conferenceISIC2017--68.77%*βœ—-βœ—βœ—
121Kaul et al., 2021peer-reviewed conferenceISIC2018skip con., residual con., attention mod.CE, Tversky, adaptive, logarithmic82.71%βœ—-βœ—βœ“
122Abhishek and Hamarneh, 2021peer-reviewed conferenceISIC2017, PH2, DermoFitskip con.MCC75.18%βœ—flipping, rotationβœ—βœ“
123Tang et al., 2021peer-reviewed journalISIC2018skip con.CE78.25%βœ—-βœ—βœ—
124Xie et al., 2021peer-reviewed conferenceISIC2018dilated conv., semi-supervisedCE, KL div.82.37%βœ—scaling, rotation, elastic transformationβœ—βœ—
125Poudel and Lee, 2021peer-reviewed journalISIC2017skip con., attention mod.CE87.44%βœ—scaling, flipping, rotation, Gaussian noise, median blurβœ—βœ—
126SΜ§ahin et al., 2021peer-reviewed journalISIC2016, ISIC 2017skip con., Gaussian process-74.51%βœ—resize, rotation, reflectionβœ“βœ—
127Sarker et al., 2021peer-reviewed journalISIC 2017, ISIC 2018parallel m.s. conv., attention mod., GANl1, Jaccard81.98%βœ—flipping, contrast, gamma reconstructionβœ—βœ—
128Wang et al., 2021peer-reviewed journalISIC 2016, ISIC 2017residual con., skip con., lesion-based pooling, feature fusionCE82.4%βœ—flipping, scaling, croppingβœ—βœ—
129Sachin et al., 2021book chapterISIC 2018residual con., skip con.-75.96%βœ—flipping, scaling, color jitteringβœ—βœ—
130Wibowo et al., 2021peer-reviewed journalISIC 2017, ISIC 2018, PH2BConvLSTM, separable conv., residual con., skip con.Jaccard80.25%βœ—distortion, blur, color jittering, contrast, gamma sharpenβœ“βœ“
131Gudhe et al., 2021peer-reviewed journalISIC 2018dilated conv., residual con., skip con.CE91%βœ—flipping, scaling, shearing, color jittering, Gaussian blur, Gaussian noiseβœ—βœ“
132Khouloud et al., 2021peer-reviewed journalISIC 2016, ISIC 2017, ISIC 2018, PH2feature pyramid, residual con., skip con., attention mod.-86.92%*βœ—-βœ—βœ—
105Gu et al., 2020peer-reviewed journalISIC 2018residual con., skip con., attention mod.Dice85.32%*βœ—cropping, flipping, rotationβœ—βœ“
133Gu et al., 2021peer-reviewed conferenceISIC 2017asymmetric conv., skip con.DS79.4%βœ—cropping, flipping, rotationβœ—βœ—
134Zhao et al., 2021peer-reviewed journalISIC 2018pyramid pooling, attention mod., residual con., skip con.CE, Dice86.84%βœ—croppingβœ—βœ—
135Tang et al., 2021peer-reviewed journalISIC 2016, ISIC 2017, ISIC 2018attention mod., residual con., skip con., ensemble, pyramid poolingFocal80.7%βœ—copyingβœ—βœ—
136Zunair and Hamza, 2021peer-reviewed journalISIC 2018sharpening kernel, residual con.CE79.78%βœ—-βœ—βœ“
147Dai et al., 2022peer-reviewed journalISIC2018, PH2residual con., skip con., dilated conv., image pyramid, attention mod.CE, Dice, SoftDice83.45%βœ“cropping, flipping, rotationβœ—βœ—
148Bi et al., 2022peer-reviewed journalISIC2016, ISIC2017, PH2residual con., skip con., attention mod., feature fusionCE83.70%βœ“cropping, flippingβœ—βœ—
137Li et al., 2021peer-reviewed conferenceISIC 2017skip con.CE, KL div.71.12%*βœ—-βœ—βœ“
138Zhang et al., 2021peer-reviewed conferenceISIC 2016skip con., residual con., feature fusion, semi-supervised, self-supervisedCE, Dice80.49%βœ—flipping, rotation, zooming, croppingβœ—βœ“
139Xu et al., 2021peer-reviewed conferenceISIC 2018Transformer, multi-scaleDice89.6%βœ—flipping, rotationβœ—βœ—
140Ahn et al., 2021peer-reviewed conferencePH2self-supervised, clusteringCE, Spatial loss, Consistency loss71.53%*βœ—-βœ—βœ“
141Zhang et al., 2021peer-reviewed conferenceISIC 2017skip con., feature fusion, TransformerCE, Jaccard79.5%βœ—rotation, flipping, color jitteringβœ—βœ“
142Ji et al., 2021peer-reviewed conferenceISIC 2018skip con., multi-scale, TransformerCE, Dice82.4%*βœ—flippingβœ—βœ“
143Wang et al., 2021peer-reviewed conferenceISIC 2016, ISIC 2018, PH2multi-scale, TransformerCE, Dice84.3%*βœ“flipping, scalingβœ—βœ“
149Lin et al., 2022peer-reviewed conferenceISIC 2017, ISIC 2018attention mod., TransformerCE, Jaccard, DS77.81%*βœ—flipping, rotationβœ—βœ—
150Wu et al., 2022peer-reviewed conferencePH2skip con., Transformer, multi-scaleCE70.0%*βœ—-βœ—βœ—
151Valanarasu and Patel, 2022peer-reviewed conferenceISIC 2018skip con.CE, Dice81.7%βœ—-βœ—βœ“
152Basak et al., 2022peer-reviewed journalISIC 2017, PH2, HAM10000residual con., multi-scale, attention mod.CE, Jaccard, DS97.4%βœ—-βœ—βœ“
153Wu et al., 2022peer-reviewed journalISIC 2016, ISIC 2017, ISIC 2018, PH2skip con., residual con., attention mod., TransformerCE, Dice76.53%βœ—flipping, rotation, brightness change, contrast change, change in H, S, Vβœ—βœ“
106Lei et al., 2020peer-reviewed journalISIC 2017, ISIC 2018skip con., dense con., dilated conv., GANCE, l1, ADV77.1%βœ“flipping, rotationβœ—βœ—
154Liu et al., 2022peer-reviewed journalISIC 2017skip con., residual con., dilated conv., attention mod.CE, Dice78.62%βœ—flipping, rotationβœ—βœ—
155Wang et al., 2022peer-reviewed journalISIC 2017skip con., residual con., Transformer-84.52%βœ—flipping, rotationβœ—βœ“
156Zhang et al., 2022peer-reviewed conferenceISIC 2017skip con., feature fusionDice, Focal74.54%βœ—flippingβœ—βœ—
157Wang et al., 2022peer-reviewed conferenceISIC 2017, PH2skip con., residual con., self-supervisedDice76.5%βœ“rotation, flipping, color jitteringβœ—βœ—
144Yang et al., 2021peer-reviewed journalISIC 2018, PH2skip con., multi-scale, feature fusionCE, Dice94.0%βœ—rotation, flipping, cropping, HSC, manipulation, luminance, and contrast shiftβœ—βœ—
107Andrade et al., 2020peer-reviewed journalDermoFit, SMARTSKINSresidual con., dilated conv., GANDice81.03%βœ—flipping, brightness, saturation, contrast, hue, Gaussian hueβœ—βœ—
145Tao et al., 2021peer-reviewed journalISIC 2017, PH2skip con., dense con., attention mod., multi-scale-78.85%βœ—rotationβœ—βœ—
108Wu et al., 2020peer-reviewed journalISIC 2017, ISIC 2018residual con., attention mod., multi-scaleCE, Dice82.55%βœ—flipping, rotation, scaling, cropping, sharpening, color, distribution adj., noiseβœ—βœ—
146Kim and Lee, 2021peer-reviewed journalISIC 2016, PH2residual con., skip con.boundary aware loss84.33%*βœ—-βœ—βœ—
158Dong et al., 2022peer-reviewed journalISIC 2016, ISIC 2017, ISIC 2018residual con., skip con., Transformer, feature fusionCE, Dice74.55%βœ—-βœ—βœ—
159Chen et al., 2022peer-reviewed journalISIC 2017, PH2skip con., attention mod., recurrent net.CE80.36%βœ“flipping, rotation, affine trans., masking, mesh distortionβœ—βœ—
160Kaur et al., 2022peer-reviewed journalISIC 2016, ISIC 2017, ISIC 2018, PH2dilated conv.CE81.7%βœ“scaling, rotation, translationβœ—βœ—
161Badshah and Ahmad, 2022peer-reviewed journalISIC 2018residual con., BConvLSTM-94.5%βœ—-βœ—βœ—
162Alam et al., 2022peer-reviewed journalHAM10000residual con., separable conv.Dice91.1%βœ—-βœ—βœ“
163Yu et al., 2022peer-reviewed journalISIC 2018skip con., attention mod., multi-scale-87.89%βœ—-βœ—βœ—
164Jiang et al., 2022peer-reviewed journalISIC 2017, ISIC 2018skip con., attention mod., ConvLSTMCE, Jaccard80.5%βœ—-βœ—βœ—
165Ramadan et al., 2022peer-reviewed journalISIC 2018skip con., attention mod.CE, Dice, sens.-spec. loss91.4%βœ—-βœ—βœ—
166Zhang et al., 2022peer-reviewed journalISIC 2017, ISIC 2018skip con., dense con., semi-supervisedCE, contrastive loss73.89%βœ—scaling, flipping, color distortionβœ—βœ—
167Tran and Pham, 2022peer-reviewed journalISIC 2017, PH2skip con., attention mod.Focal Tversky, fuzzy loss79.2%βœ—rotation, zooming, flippingβœ—βœ—
168Wang and Wang, 2022peer-reviewed journalISIC 2017skip con., residual con., attention mod.CE, Jaccard78.28%βœ—rotation, zooming, resizing, shiftingβœ—βœ—
169Zhao et al., 2022peer-reviewed conferenceISIC 2017skip con., self-supervisedCE, Dice67.08%*βœ—-βœ—βœ—
170Wang et al., 2022peer-reviewed conferencePH2few shot, mask avg. poolingDice86.97%*βœ—-βœ—βœ—
171Wang et al., 2022peer-reviewed conferenceISIC 2017, ISIC 2018residual con., dilated conv., multi-scale, feature fusion, TransformerCE, Jaccard78.76%βœ—-βœ—βœ—
172Liu et al., 2022peer-reviewed conferenceISIC 2017, ISIC 2018skip con., dilated conv., multi-scale, pyramid pooling, TransformerCE80.19%βœ—-βœ—βœ—
173Gu et al., 2022peer-reviewed journalISIC 2017skip con., global adaptive, poolingCE, l280.53%βœ—scaling, rotation, flippingβœ—βœ—
174Khan et al., 2022peer-reviewed journalISIC 2017, PH2residual con., attention mod., ensembleCE79.2%βœ—-βœ—βœ—
175Alahmadi and Alghamdi, 2022peer-reviewed journalISIC 2017, ISIC 2018, PH2skip con., feature fusion, semi-supervised, TransformerCE, Dice, l282.78%*βœ—-βœ—βœ—
176Li et al., 2022peer-reviewed journalISIC 2018skip con., residual con., dilated conv., attention mod., pyramid pooling, multi-scaleCE, Dice88.92%βœ—flipping, rotationβœ—βœ—
177Kaur et al., 2022peer-reviewed journalISIC 2016, ISIC 2017, ISIC 2018, PH2-Tversky77.8%βœ“rotation, scalingβœ—βœ—