ISIC Live Leaderboards
2020: SIIM-ISIC Melanoma Classification
2019: Lesion Diagnosis
2018.3: Lesion Diagnosis
2018.2: Lesion Attribute Detection
2018.1: Lesion Boundary Segmentation
Rank 200 total | Team 102 unique teams | Approach | Manuscript | Used External Data 18 yes | Primary Metric Value Jaccard Index | |
---|---|---|---|---|---|---|
1 |
NMN_team
NMN_team
|
Ensemble of Deep Transfer Learning Based Multi-scale Networks | description |
public_off
No
|
0.836 | |
|
||||||
2 |
M Mostafa Kamal Sarker
Institute of Biomedical Engineering (IBME) at University of Oxford
|
Multi-Scale EfficientNet with Attention Mechanism | - |
public_off
No
|
0.832 | |
|
||||||
3 |
NMN_team (Jahanifar-Zamani-Alemi)
NMN_team (Jahanifar-Zamani-Alemi)
|
AMSB_ensambled_Th80_Tl75_V3 | description |
public_off
No
|
0.825 | |
|
||||||
4 |
TheExplorers
UCSP
|
bgtxyz1 | - |
public
Yes
|
0.809 | |
|
||||||
5 |
NMN_team
NMN_team
|
AMSB_ensambled_Th80_Tl5_V2 | description |
public_off
No
|
0.808 | |
|
||||||
6 |
Joe Riemersma
University of Dundee
|
Ensemble + Crf | - |
public_off
No
|
0.804 | |
|
||||||
7 |
TheExplorers
UCSP
|
hsdfwfgTS | - |
public
Yes
|
0.804 | |
|
||||||
8 |
szu
szu
|
adam | description |
public_off
No
|
0.804 | |
|
||||||
9 |
NPUytxie
NPU_MIA
|
SESV | - |
public_off
No
|
0.803 | |
|
||||||
10 |
SIBET-MILAB
|
ICL-Net | - |
public_off
No
|
0.803 | |
|
||||||
11 |
geobiolab
geobiolab
|
colorspace_rcnn_superpixels | - |
public_off
No
|
0.802 | |
|
||||||
12 |
geobiolab
geobiolab
|
maskrcnn_superpixels | - |
public_off
No
|
0.802 | |
|
||||||
13 |
test2
test2
|
test2 | - |
public_off
No
|
0.802 | |
|
||||||
14 |
ViDIR Group, Medical University of Vienna
ViDIR Group, Medical University of Vienna
|
LinkNet152 with HAM10000 classification pretraining and CRF | description |
public
Yes
|
0.802 | |
|
||||||
15 |
test3
test3
|
test3 | - |
public_off
No
|
0.801 | |
|
||||||
16 |
VMC
|
R2U Net | - |
public_off
No
|
0.798 | |
|
||||||
17 |
VMC2
|
TS | - |
public
Yes
|
0.798 | |
|
||||||
18 |
VMC
|
TS | - |
public
Yes
|
0.796 | |
|
||||||
19 |
AS-Net
Xiangtan University
|
AS-Net | - |
public_off
No
|
0.796 | |
|
||||||
20 |
Mr Lu
XTU
|
AS-Net | - |
public_off
No
|
0.796 | |
|
||||||
21 |
VMC2
|
gunet | - |
public
Yes
|
0.795 | |
|
||||||
22 |
Mr Lu
XTU
|
as-net | - |
public_off
No
|
0.795 | |
|
||||||
23 |
TheExplorers
UCSP
|
pavito_medio | - |
public_off
No
|
0.794 | |
|
||||||
24 |
Papi
UNMSM
|
LungNet | - |
public_off
No
|
0.794 | |
|
||||||
25 |
XTU
XTU
|
as-net | - |
public_off
No
|
0.793 | |
|
||||||
26 |
VMC2
|
v3E | - |
public_off
No
|
0.793 | |
|
||||||
27 |
VSISLab, Shandong University
VSISLab, Shandong University
|
Shandong Unviersity Baseline | - |
public
Yes
|
0.793 | |
|
||||||
28 |
VMC2
|
v4B | - |
public_off
No
|
0.793 | |
|
||||||
29 |
Los Magníficos
ucsp
|
6_50_25_25 | - |
public_off
No
|
0.792 | |
|
||||||
30 |
BaidU
SGGS IET
|
CNN | - |
public_off
No
|
0.791 | |
|
||||||
31 |
Joe Riemersma
University of Dundee
|
K-Fold + Crf | - |
public_off
No
|
0.790 | |
|
||||||
32 |
VMC
|
my_net | - |
public_off
No
|
0.789 | |
|
||||||
33 |
hsu
|
hsu | description |
public_off
No
|
0.789 | |
|
||||||
34 |
fjfjfjfjfj
fjfjfjfjfj
|
fff1 | - |
public_off
No
|
0.789 | |
|
||||||
35 |
TheExplorers
UCSP
|
pavo_simplon | - |
public_off
No
|
0.789 | |
|
||||||
36 |
BetterOverfitting
UNMSM
|
other7 | - |
public_off
No
|
0.788 | |
|
||||||
37 |
mmm
|
Iiii | - |
public_off
No
|
0.788 | |
|
||||||
38 |
Shubham
SGGS
|
unet | - |
public_off
No
|
0.788 | |
|
||||||
39 |
UNISI
University of Siena
|
SegNext_weakly+origISIC | - |
public
Yes
|
0.787 | |
|
||||||
40 |
Papi
UNMSM
|
omth345 | - |
public
Yes
|
0.787 | |
|
||||||
41 |
Los Magníficos
ucsp
|
unet+ts | - |
public
Yes
|
0.787 | |
|
||||||
42 |
NPUytxie
NPU_MIA
|
DVP+ | - |
public_off
No
|
0.786 | |
|
||||||
43 |
NPUytxie0
NPU_MIA
|
DVP+_cv | - |
public_off
No
|
0.786 | |
|
||||||
44 |
AS-Net
Xiangtan University
|
as-net | - |
public_off
No
|
0.786 | |
|
||||||
45 |
IPSA-Lab
Indian Institute of Technology Ropar
|
Hybrid-Net | - |
public_off
No
|
0.786 | |
|
||||||
46 |
BetterOverfitting
UNMSM
|
6-75_15_15 | - |
public_off
No
|
0.786 | |
|
||||||
47 |
geobiolab
geobiolab
|
colorspace_maskrccn_superpixels | - |
public_off
No
|
0.785 | |
|
||||||
48 |
Joe Riemersma
University of Dundee
|
U-Net Ensemble + Crf with some cleaning of crf image | - |
public_off
No
|
0.785 | |
|
||||||
49 |
BetterOverfitting
UNMSM
|
6-100_0_0 | - |
public_off
No
|
0.785 | |
|
||||||
50 |
UTD
UTD
|
aug | - |
public_off
No
|
0.785 | |
|
||||||
51 |
geobiolab
geobiolab
|
colrspace_maskrcnn | - |
public_off
No
|
0.785 | |
|
||||||
52 |
VMC2
|
___v4 | - |
public_off
No
|
0.785 | |
|
||||||
53 |
Papi
UNMSM
|
oth7 | - |
public_off
No
|
0.785 | |
|
||||||
54 |
test-da
test-da
|
test-da | - |
public_off
No
|
0.784 | |
|
||||||
55 |
VMC
|
other network | - |
public
Yes
|
0.784 | |
|
||||||
56 |
szu
szu
|
hsu | description |
public_off
No
|
0.784 | |
|
||||||
57 |
szu
szu
|
test | - |
public_off
No
|
0.783 | |
|
||||||
58 |
test-ce
test-ce
|
test-ce | - |
public_off
No
|
0.783 | |
|
||||||
59 |
VMC2
|
gunetII | - |
public
Yes
|
0.783 | |
|
||||||
60 |
IPSA@IITRpr
Indian Institute of Technology Ropar
|
HybridNet | - |
public_off
No
|
0.782 | |
|
||||||
61 |
Papi
UNMSM
|
thm | - |
public_off
No
|
0.782 | |
|
||||||
62 |
test-slsdeep
test-slsdeep
|
test-slsdeep | - |
public_off
No
|
0.781 | |
|
||||||
63 |
BetterOverfitting
UNMSM
|
newLipeNet | - |
public_off
No
|
0.781 | |
|
||||||
64 |
VMC
|
unet+swa | - |
public_off
No
|
0.781 | |
|
||||||
65 |
Los Magníficos
ucsp
|
6_3l | - |
public_off
No
|
0.780 | |
|
||||||
66 |
IPSA.Lab@IITRopar
Indian Institute of Technology Ropar
|
Dual-Net | - |
public_off
No
|
0.780 | |
|
||||||
67 |
DermML
DermML
|
Single DL Model | - |
public_off
No
|
0.780 | |
|
||||||
68 |
HUST
HUST
|
approach2+DA | - |
public_off
No
|
0.780 | |
|
||||||
69 |
HUST
HUST
|
approach1 | - |
public_off
No
|
0.780 | |
|
||||||
70 |
TheExplorers
UCSP
|
pavo_cifuentes | - |
public_off
No
|
0.779 | |
|
||||||
71 |
PollosHermanos
UTEC
|
DeepLabv3 | - |
public_off
No
|
0.779 | |
|
||||||
72 |
test
test
|
default | - |
public_off
No
|
0.779 | |
|
||||||
73 |
SZU
SZU
|
CNN | - |
public_off
No
|
0.778 | |
|
||||||
74 |
Los Magníficos
ucsp
|
ghpsry | - |
public_off
No
|
0.778 | |
|
||||||
75 |
BetterOverfitting
UNMSM
|
6-t3 | - |
public
Yes
|
0.778 | |
|
||||||
76 |
VMC
|
other ts | - |
public
Yes
|
0.777 | |
|
||||||
77 |
test-r2u
test-r2u
|
r2u | - |
public_off
No
|
0.777 | |
|
||||||
78 |
VMC2
|
unet dice loss | - |
public_off
No
|
0.777 | |
|
||||||
79 |
UNISI
University of Siena
|
SegNext_weaklyISIC | - |
public
Yes
|
0.776 | |
|
||||||
80 |
BetterOverfitting
UNMSM
|
other t3 | - |
public_off
No
|
0.776 | |
|
||||||
81 |
test-att
test-att
|
test-att | - |
public_off
No
|
0.776 | |
|
||||||
82 |
test-ba
test-ba
|
test-ba | - |
public_off
No
|
0.775 | |
|
||||||
83 |
TheExplorers
UCSP
|
hmmybc | - |
public_off
No
|
0.774 | |
|
||||||
84 |
COMSIP
QAU, Pakistan
|
Approch 2 | - |
public_off
No
|
0.774 | |
|
||||||
85 |
heng
XJTU
|
MSCA-Net | - |
public_off
No
|
0.774 | |
|
||||||
86 |
IITRpr
IITRpr
|
DualNet | - |
public_off
No
|
0.774 | |
|
||||||
87 |
BetterOverfitting
UNMSM
|
other unet | - |
public_off
No
|
0.774 | |
|
||||||
88 |
IP
QAU
|
Ensembled | - |
public_off
No
|
0.773 | |
|
||||||
89 |
Kiroll
ETHZ
|
nnUNet | - |
public_off
No
|
0.773 | |
|
||||||
90 |
Papi
UNMSM
|
thmf | - |
public_off
No
|
0.773 | |
|
||||||
91 |
BaidU
SGGS IET
|
Unet | - |
public_off
No
|
0.773 | |
|
||||||
92 |
Mostafa Kamal Sarker
IRCV
|
MobileGAN | - |
public_off
No
|
0.773 | |
|
||||||
93 |
TheExplorers
UCSP
|
other2 | - |
public_off
No
|
0.772 | |
|
||||||
94 |
TheExplorers
UCSP
|
Other | - |
public_off
No
|
0.772 | |
|
||||||
95 |
XTU
XTU
|
AS-Net | - |
public_off
No
|
0.771 | |
|
||||||
96 |
MAIA03
MAIA03
|
Hypertuned DenseUNet w/ ColorAug w/ Early Stopping | - |
public_off
No
|
0.771 | |
|
||||||
97 |
Baidu
SGGSIET
|
unet | - |
public_off
No
|
0.770 | |
|
||||||
98 |
Papi
UNMSM
|
big unet | - |
public_off
No
|
0.769 | |
|
||||||
99 |
BMIR
Stanford
|
Ensemble (Mask R-CNN+ UNET+ PSPNet) | - |
public_off
No
|
0.769 | |
|
||||||
100 |
Los Magníficos
ucsp
|
pretrainedVGG | - |
public_off
No
|
0.768 | |
|
||||||
101 |
VMC
|
other net | - |
public_off
No
|
0.768 | |
|
||||||
102 |
tes
tes
|
test | - |
public_off
No
|
0.767 | |
|
||||||
103 |
BetterOverfitting
UNMSM
|
XD | - |
public_off
No
|
0.767 | |
|
||||||
104 |
Tongtong2022
Northwest Normal University
|
SSGAN(Self-supervised generative adversarial network) | - |
public_off
No
|
0.767 | |
|
||||||
105 |
TheExplorers
UCSP
|
pre-trained xnet | - |
public_off
No
|
0.767 | |
|
||||||
106 |
VMC
|
own_network1 | - |
public_off
No
|
0.766 | |
|
||||||
107 |
MAIA03
MAIA03
|
Hypertuned DenseUNet w/ ColorAug | - |
public_off
No
|
0.766 | |
|
||||||
108 |
BetterOverfitting
UNMSM
|
other unet 2 | - |
public_off
No
|
0.766 | |
|
||||||
109 |
norths
norths
|
north | - |
public_off
No
|
0.766 | |
|
||||||
110 |
Los Magníficos
ucsp
|
other | - |
public_off
No
|
0.765 | |
|
||||||
111 |
HUST
HUST
|
approach1+DA | - |
public_off
No
|
0.764 | |
|
||||||
112 |
Los Magníficos
ucsp
|
asfewr | - |
public_off
No
|
0.764 | |
|
||||||
113 |
ccc
ccc
|
test | - |
public_off
No
|
0.764 | |
|
||||||
114 |
IP
QAU
|
ensembled | - |
public_off
No
|
0.764 | |
|
||||||
115 |
VMC
|
resnet-unet | - |
public_off
No
|
0.763 | |
|
||||||
116 |
test
test
|
mask-rcnn | - |
public_off
No
|
0.763 | |
|
||||||
117 |
UNISI
University of Siena
|
SegNext_OnlyISIC | - |
public_off
No
|
0.763 | |
|
||||||
118 |
Redha Ali, Russell C. Hardie,Barath Narayanan, and Manawaduge Supun De Silva
Redha Ali, Russell C. Hardie,Barath Narayanan, and Manawaduge Supun De Silva
|
Deep Learning Ensemble Methods for Skin Lesion Segmentation to Aid in Melanoma Detection | - |
public_off
No
|
0.763 | |
|
||||||
119 |
Redha
Redha
|
DEEPLAB | - |
public_off
No
|
0.763 | |
|
||||||
120 |
Papi
UNMSM
|
Other | - |
public_off
No
|
0.762 | |
|
||||||
121 |
PollosHermanos
UTEC
|
Unet+ResNet50 | - |
public_off
No
|
0.762 | |
|
||||||
122 |
Los Magníficos
ucsp
|
TS v5 | - |
public
Yes
|
0.762 | |
|
||||||
123 |
PT
PT
|
New method | description |
public_off
No
|
0.761 | |
|
||||||
124 |
Papi
UNMSM
|
unet | - |
public_off
No
|
0.761 | |
|
||||||
125 |
crossval
crossval
|
Deep Net Skin Lesion Seg | - |
public_off
No
|
0.761 | |
|
||||||
126 |
VMC
|
dfcnn | - |
public_off
No
|
0.761 | |
|
||||||
127 |
Università degli Studi di Modena e Reggio Emilia (AImage Lab .zip)
Università degli Studi di Modena e Reggio Emilia (AImage Lab .zip)
|
MaskRCNN and Deeplab | description |
public_off
No
|
0.761 | |
|
||||||
128 |
Redha Ali, Russell C. Hardie,Barath Narayanan, and Manawaduge Supun De Silva
Redha Ali, Russell C. Hardie,Barath Narayanan, and Manawaduge Supun De Silva
|
Deep Learning Ensemble Methods for Skin Lesion Segmentation | - |
public_off
No
|
0.761 | |
|
||||||
129 |
HUST
HUST
|
default | - |
public_off
No
|
0.760 | |
|
||||||
130 |
MAIA03
MAIA03
|
Tuned U-Net with DenseNet Encoder | - |
public_off
No
|
0.760 | |
|
||||||
131 |
xc
xc
|
debse | - |
public_off
No
|
0.760 | |
|
||||||
132 |
mia
mia
|
deep lab | - |
public_off
No
|
0.760 | |
|
||||||
133 |
VMC
|
constant lr | - |
public_off
No
|
0.760 | |
|
||||||
134 |
VMC
|
lunet | - |
public_off
No
|
0.760 | |
|
||||||
135 |
test
test
|
gan | - |
public_off
No
|
0.759 | |
|
||||||
136 |
Kiroll
ETHZ
|
SMP Unet++ | - |
public_off
No
|
0.758 | |
|
||||||
137 |
Redha Almahdi
Redha Almahdi
|
U-Net | - |
public_off
No
|
0.758 | |
|
||||||
138 |
VMC
|
ternausNet | - |
public_off
No
|
0.758 | |
|
||||||
139 |
crossval
crossval
|
DeepUNet MO | - |
public_off
No
|
0.757 | |
|
||||||
140 |
xc
xc
|
test | - |
public_off
No
|
0.757 | |
|
||||||
141 |
anony456
|
ensemble | - |
public_off
No
|
0.757 | |
|
||||||
142 |
VMC
|
other unet | - |
public_off
No
|
0.757 | |
|
||||||
143 |
VMC
|
G U Net | - |
public
Yes
|
0.757 | |
|
||||||
144 |
Jack_0601
SZU
|
CNN | - |
public_off
No
|
0.756 | |
|
||||||
145 |
test
test
|
test | description |
public_off
No
|
0.756 | |
|
||||||
146 |
kashan zafar(NUST)
kashan zafar(NUST)
|
sagh | - |
public_off
No
|
0.756 | |
|
||||||
147 |
VMC
|
AttU Net x | - |
public_off
No
|
0.756 | |
|
||||||
148 |
VMC
|
U Net | - |
public_off
No
|
0.755 | |
|
||||||
149 |
ART
ART
|
effbe+Unet | - |
public_off
No
|
0.755 | |
|
||||||
150 |
Papi
UNMSM
|
oth7D | - |
public_off
No
|
0.755 | |
|
||||||
151 |
asdfe
asdfe
|
test | - |
public_off
No
|
0.755 | |
|
||||||
152 |
asdfasdfeeeee
asdfasdfeeeee
|
default | - |
public_off
No
|
0.755 | |
|
||||||
153 |
asdfasdfasdfeeee
asdfasdfasdfeeee
|
default | - |
public_off
No
|
0.755 | |
|
||||||
154 |
asdfaseeeeee
asdfaseeeeee
|
default | - |
public_off
No
|
0.755 | |
|
||||||
155 |
asdfasdfeeeeee
asdfasdfeeeeee
|
default | - |
public_off
No
|
0.755 | |
|
||||||
156 |
asdfasdfasdfeeeee
asdfasdfasdfeeeee
|
default | - |
public_off
No
|
0.755 | |
|
||||||
157 |
sdfsfeeeee
sdfsfeeeee
|
default | - |
public_off
No
|
0.755 | |
|
||||||
158 |
asdfasdfasd
asdfasdfasd
|
default | - |
public_off
No
|
0.755 | |
|
||||||
159 |
asdfasdfasfe
asdfasdfasfe
|
default | - |
public_off
No
|
0.755 | |
|
||||||
160 |
asdfasdfesefsdf
asdfasdfesefsdf
|
default | - |
public_off
No
|
0.755 | |
|
||||||
161 |
asdfasfdeeeee
asdfasfdeeeee
|
default | - |
public_off
No
|
0.755 | |
|
||||||
162 |
asdfefsefee
asdfefsefee
|
default | - |
public_off
No
|
0.755 | |
|
||||||
163 |
asdfsdfeeeee
asdfsdfeeeee
|
test | - |
public_off
No
|
0.755 | |
|
||||||
164 |
asdfeswf
asdfeswf
|
test | - |
public_off
No
|
0.755 | |
|
||||||
165 |
afe
afe
|
test | - |
public_off
No
|
0.755 | |
|
||||||
166 |
new
new
|
new | description |
public_off
No
|
0.755 | |
|
||||||
167 |
rakhlin
rakhlin
|
uXceptionFPN | - |
public_off
No
|
0.755 | |
|
||||||
168 |
AIAllstars
|
Baseline Approach | - |
public_off
No
|
0.754 | |
|
||||||
169 |
szu
szu
|
test_c | - |
public_off
No
|
0.753 | |
|
||||||
170 |
rakhlin
rakhlin
|
uResNet34FPN.uXceptionFPN | - |
public_off
No
|
0.753 | |
|
||||||
171 |
COMSIP
QAU, Pakistan
|
EFF_Unet | - |
public_off
No
|
0.753 | |
|
||||||
172 |
IP
QAU
|
ens | - |
public_off
No
|
0.752 | |
|
||||||
173 |
anony
|
CattNN | - |
public_off
No
|
0.752 | |
|
||||||
174 |
anonymous123
anonymous
|
c256 | - |
public_off
No
|
0.752 | |
|
||||||
175 |
c256
|
c256 | - |
public_off
No
|
0.752 | |
|
||||||
176 |
sboth256
|
sboth256 | - |
public_off
No
|
0.752 | |
|
||||||
177 |
Granada
Granada
|
SCSDeepLab | description |
public_off
No
|
0.752 | |
|
||||||
178 |
group
group
|
SCS_ave | description |
public_off
No
|
0.752 | |
|
||||||
179 |
Los Magníficos
ucsp
|
sunet | - |
public_off
No
|
0.752 | |
|
||||||
180 |
Kiroll
ETHZ
|
SMP UNet | - |
public_off
No
|
0.751 | |
|
||||||
181 |
test
test
|
submition test | - |
public_off
No
|
0.751 | |
|
||||||
182 |
VMC2
|
v4C | - |
public_off
No
|
0.751 | |
|
||||||
183 |
anony456
|
c512 | - |
public_off
No
|
0.751 | |
|
||||||
184 |
c512
|
c512 | - |
public_off
No
|
0.751 | |
|
||||||
185 |
anonymous123
anonymous
|
Simple CNN | - |
public_off
No
|
0.751 | |
|
||||||
186 |
s256
|
s256 | - |
public_off
No
|
0.751 | |
|
||||||
187 |
scut_cuhk
scut_cuhk
|
Baseline_r3 | - |
public_off
No
|
0.751 | |
|
||||||
188 |
Sem5
|
Sem5MS | - |
public_off
No
|
0.750 | |
|
||||||
189 |
https://sites.google.com/site/robustmelanomascreening/
https://sites.google.com/site/robustmelanomascreening/
|
DeepLab V3+ model trained for 150 epochs using gaussian noise, color and contrast degradation as dat | - |
public_off
No
|
0.750 | |
|
||||||
190 |
lwtest6
lwtest6
|
sdu | - |
public_off
No
|
0.749 | |
|
||||||
191 |
SZU
SZU
|
Jack_0601 | - |
public_off
No
|
0.749 | |
|
||||||
192 |
cboth256
|
cboth256 | - |
public_off
No
|
0.749 | |
|
||||||
193 |
NPUytxie0
NPU_MIA
|
DVP_best_pro_nocrop | - |
public_off
No
|
0.749 | |
|
||||||
194 |
VMC2
|
other | - |
public_off
No
|
0.749 | |
|
||||||
195 |
test
test
|
vgg16 | - |
public_off
No
|
0.748 | |
|
||||||
196 |
NWPU
NWPU
|
SLS_DR | description |
public_off
No
|
0.748 | |
|
||||||
197 |
NPUytxie0
NPU_MIA
|
DVP_best_pro | description |
public_off
No
|
0.748 | |
|
||||||
198 |
Los Magníficos
ucsp
|
gunet | - |
public
Yes
|
0.748 | |
|
||||||
199 |
vinif
Vinif
|
Global context aggregation | description |
public_off
No
|
0.746 | |
|
||||||
200 |
lwtest7
lwtest7
|
sdu baseline | - |
public_off
No
|
0.746 | |
|