ISIC Live Leaderboards

Rank 200 total Team 50 unique teams Approach Manuscript Used External Data 142 yes Primary Metric Value Balanced Accuracy
1
David D. Gaviria | Petia R. | Mostafa K.
Universitat Politécnica de Catalunya | Universitat de Barcelona | Universitat Rovira Virgili
ensamble-24-mcm10_ood -
public Yes
0.670
2
David D. Gaviria | Petia R. | Mostafa K.
Universitat Politécnica de Catalunya | Universitat de Barcelona | Universitat Rovira Virgili
ensamble-24-mcm10 -
public Yes
0.670
3
Minjie
123
ensemble4 ceflcepos -
public Yes
0.662
4
David D. Gaviria | Petia R. | Mostafa K.
Universitat Politécnica de Catalunya | Universitat de Barcelona | Universitat Rovira Virgili
ood ensemble -
public Yes
0.660
5
David D. Gaviria | Petia R. | Mostafa K.
Universitat Politécnica de Catalunya | Universitat de Barcelona | Universitat Rovira Virgili
ood-ensemble-2 -
public Yes
0.660
6
Minjie
123
ensemble b3b4 ceflpos -
public Yes
0.660
7
University of Dundee
ensamble-24-mcm3 -
public Yes
0.659
8
Dublin City Univrsity
ensamble-ensembles -
public Yes
0.655
9
Dublin City Univrsity
ensamble -
public Yes
0.654
10
Minjie SingleModel Test
123
effb3 test aug1 cepos ms pc0 -
public Yes
0.650
11
University of Dundee
ensamble-24-mcm4 -
public Yes
0.649
12
Dublin City Univrsity
ensamble-1-weighted -
public Yes
0.649
13
ForCure
Warsaw University
Ensemble 2 -
public Yes
0.648
14
Dublin City Univrsity
ensamble-baseline-22 -
public Yes
0.648
15
D.D.G
UPC | UB | URV
ensamble-24-mcm7 -
public Yes
0.647
16
David D Gaviria URV
URV
ensamble-voting-24 -
public Yes
0.647
17
David D Gaviria URV
URV
ensamble-rank-24 -
public Yes
0.647
18
Dublin City Univrsity
ensamble-1 -
public Yes
0.647
19
ia team
uao
ensamble-4 -
public Yes
0.646
20
MWNL
YAO
SINGLE_DCNN_CLS -
public_off No
0.645
21
ForCure
Warsaw University
Ensemble -
public Yes
0.645
22
Minjie SingleModel Test
123
effb3 test aug1 ce ms pc0 -
public Yes
0.644
23
David_Mostafa
ensamble-7-calibrated -
public Yes
0.644
24
D.D.G
UPC | UB | URV
ensamble-24-mcm8 -
public Yes
0.644
25
D.D.G
UPC | UB | URV
ensamble-24-mcm9 -
public Yes
0.644
26
Minjie SingleModel Test
123
effb4 test aug1 ce ms -
public Yes
0.643
27
D.D.G
UPC | UB | URV
ensamble-24-mcm6 -
public Yes
0.642
28
ScanYourSkin
Biomedical Image Analysis Heidelberg
final Ensemble -
public Yes
0.641
29
jst
github.com/j05t/lesion-analysis
ensemble 4 description
public Yes
0.640
30
MRCN_1
MRCN -
public_off No
0.640
31
ForCure
Warsaw University
Ensemble 3 -
public Yes
0.640
32
jst
github.com/j05t/lesion-analysis
ensemble 0 description
public Yes
0.640
33
jst
github.com/j05t/lesion-analysis
ensemble 2 description
public Yes
0.639
34
Minjie SingleModel Test
123
effb4 test aug1 fl ms pc0 -
public Yes
0.639
35
ScanYourSkin
Biomedical Image Analysis Heidelberg
Average Voting Ensemble -
public Yes
0.638
36
ScanYourSkin
Biomedical Image Analysis Heidelberg
Average Voting Ensemble v3 -
public Yes
0.638
37
111111111
11111111111111 -
public_off No
0.638
38
DL61
USYD
Pioneer Learning -
public_off No
0.638
39
CancerClass
Conv Net with unk -
public Yes
0.638
40
Minjie SingleModel Test
123
effb4 test aug1 ms -
public Yes
0.637
41
LMN
uuu
LMN -
public_off No
0.636
42
UB David
https://www.upc.edu/en
ensemble-matrix -
public Yes
0.636
43
111wwwwwwwwww
1111111111111 -
public_off No
0.636
44
ScanYourSkin
Biomedical Image Analysis Heidelberg
Weighted Ensemble best models -
public Yes
0.635
45
Dublin City Univrsity
ensambles-baseline-finetuning-tta8-aug1 -
public Yes
0.635
46
jst
github.com/j05t/lesion-analysis
ensemble description
public Yes
0.634
47
Minjie
123
effb4 test aug1 ce+fl -
public Yes
0.633
48
UB David
https://www.upc.edu/en
ensemble-suggested -
public Yes
0.633
49
Minjie
123
ensemble3_ISIC19 description
public Yes
0.632
50
jst
github.com/j05t/lesion-analysis
ensemble 3 description
public Yes
0.632
51
Dublin City Univrsity
ensamble-meta -
public Yes
0.631
52
Dublin City Univrsity
tf_efficientnet_b4_ns new_weight -
public Yes
0.631
53
Minjie SingleModel Test
123
effb3 test aug1 fl ms pc0 -
public Yes
0.631
54
D.D.G
UPC | UB | URV
ensamble-24-mcm5 -
public Yes
0.631
55
Dublin City Univrsity
submission_tf_efficientnet_b6_nsthresholding-tta-20model-38x3jek8_v810_epochs_no_meta -
public Yes
0.630
56
A.G
URV
submission_tf_efficientnet_b4_nsthresholding-tta-20model-18jspd4e_v8meta_type-2-10epochs -
public Yes
0.630
57
David D. Gaviria | Petia R. | Mostafa K.
Universitat Politécnica de Catalunya | Universitat de Barcelona | Universitat Rovira Virgili
ensamble-only_4-best_folds-baseline-threshold-new_weight -
public Yes
0.629
58
Minjie SingleModel Test
123
effb4 test aug1 cepos ms -
public Yes
0.628
59
Minjie SingleModel Test
123
effb4 meta single fl -
public Yes
0.628
60
Dublin City Univrsity
ensambles-calibrated -
public Yes
0.628
61
David D. Gaviria | Petia R. | Mostafa K.
Universitat Politécnica de Catalunya | Universitat de Barcelona | Universitat Rovira Virgili
ensamble-only_4-best_folds-threshold-new_weight -
public Yes
0.627
62
David D. Gaviria | Petia R. | Mostafa K.
Universitat Politécnica de Catalunya | Universitat de Barcelona | Universitat Rovira Virgili
ensamble-best_folds-threshold -
public Yes
0.627
63
Minjie SingleModel Test
123
effb4 test aug1 fl ms -
public Yes
0.626
64
Testers
Testing Team
Ensemble -
public Yes
0.626
65
Minjie SingleModel Test
123
effb4 test aug1 -
public Yes
0.626
66
Minjie SingleModel Test
123
ensemble3 -
public Yes
0.626
67
David D. Gaviria | Petia R. | Mostafa K.
Universitat Politécnica de Catalunya | Universitat de Barcelona | Universitat Rovira Virgili
ensamble-calibrated -
public Yes
0.624
68
Dong_Jun_Hao
test -
public Yes
0.624
69
Minjie_SingleModel
123
ensemble3 -
public Yes
0.623
70
Dong_JH_1
Ensemble_test -
public Yes
0.623
71
ptrmpn
3 fold best only daisy -
public_off No
0.623
72
ptrmpn
3 fold best only daisy new -
public_off No
0.623
73
ptrmpn
3 fold best only daisy augment -
public_off No
0.623
74
ptrmpn
3 fold best only daisy unk -
public_off No
0.623
75
ptrmpn
3 fold best only daisy pt2 -
public_off No
0.623
76
ptrmpn
3 fold best only daisy pt3 -
public_off No
0.623
77
ptrmpn
3 fold best only daisy pt 4 -
public_off No
0.623
78
ptrmpn
3 fold best only daisy peaking -
public_off No
0.623
79
DTU Compute
Technical University of Denmark
3 fold smoothed best -
public_off No
0.623
80
DTU Compute
Technical University of Denmark
3 fold smoothed harder -
public_off No
0.623
81
ia team
uao
efficientnet b5 -
public Yes
0.623
82
David_Mostafa
ensambles-threshold -
public Yes
0.621
83
A.G
URV
submission_tf_efficientnet_b4_nsthresholding-meta2_-10epochs_model-18jspd4e_v8 -
public Yes
0.621
84
good luck
PL1 -
public_off No
0.621
85
David D Gaviria URV
URV
submission_tf_efficientnet_b4_nsthresholding-model-208jatw9_v6-10_epochs_aug-model-tta32_newaug-whol -
public Yes
0.621
86
DTU Compute
Technical University of Denmark
3 fold spiking -
public_off No
0.620
87
Minjie_SingleModel
123
effb4 meta tada -
public Yes
0.620
88
Minjie_SingleModel
123
effb4 meta single -
public Yes
0.619
89
skin lesion surgeons
convolution -
public Yes
0.619
90
Dublin City Univrsity
efficientnet_b5_ns -
public Yes
0.618
91
Team raccon
ensamble-vits -
public Yes
0.617
92
Minjie_SingleModel
123
effb4 meta single t1 -
public Yes
0.616
93
A.G
URV
ensemble -
public Yes
0.616
94
jst
github.com/j05t/lesion-analysis
b5wce_hm -
public Yes
0.616
95
A.G
URV
submission_convnext_base_384_in22ft1kthresholding-tta-20model-3a1cwwfr_v7meta_type2-weight-new -
public Yes
0.614
96
ptrmpn
5_fold_p2 -
public_off No
0.614
97
Dong_JH_2
Test_single_model -
public Yes
0.613
98
A.G
URV
submission_tf_efficientnet_b4_nsthresholding-tta-20model-rghgy5v3_v510_epochs-no_meta -
public Yes
0.613
99
ia team
uao
efficientnet b4 -
public Yes
0.613
100
David D Gaviria URV
URV
efficientnet_b4_ns-380-fold0-10_epochs_meta_1024 -
public Yes
0.613
101
A.G
URV
submission_convnext_base_384_in22ft1kthresholding-tta-20model-3a1cwwfr_v7meta_type2-weight-old -
public Yes
0.613
102
ForCure
Warsaw University
ConvNet 0 -
public Yes
0.613
103
David D Gaviria URV
URV
submission_tf_efficientnet_b4_nsthresholding-model-208jatw9_v6-10_epochs_aug-model-tta32 -
public Yes
0.612
104
A.G
URV
ensamble-subsample-baseline-oldweight-calibrated -
public Yes
0.612
105
ptrmpn
3 fold cross validation daisy augment ISIC only -
public_off No
0.612
106
Minjie SingleModel Test
123
effb4 meta single -
public Yes
0.612
107
David D Gaviria URV
URV
ensamble-subsample -
public Yes
0.612
108
David D Gaviria URV
URV
submission_tf_efficientnet_b5_nsthresholding-meta_type2-model-2ww0szne_v13 -
public Yes
0.611
109
A.G
URV
ensamble-subsample-baseline-calibrated -
public Yes
0.611
110
David D Gaviria URV
URV
submission_swinv2_base_window12to24_192to384_22kft1kthresholding-tta-20model-3iqn5s4b_v3meta_type2 -
public Yes
0.610
111
CH
CH
CH -
public_off No
0.610
112
Dublin City Univrsity
ensamble-8-cnn_vits -
public Yes
0.610
113
jordi.delatorre
jordi.delatorre
CNNs -
public_off No
0.609
114
chuot
voting 2 -
public Yes
0.608
115
David D. Gaviria | Petia R. | Mostafa K.
Universitat Politécnica de Catalunya | Universitat de Barcelona | Universitat Rovira Virgili
b4_efficientnet -
public Yes
0.608
116
David D Gaviria URV
URV
efficientnet_b4_ns-fold0-10_epochs_meta_512 -
public Yes
0.607
117
Minjie_SingleModel
123
effb4 meta single t3 -
public Yes
0.607
118
A.G
URV
submission_swinv2_large_window12to24_192to384_22kft1kthresholding-tta-20model-29fslzqv_v3meta_type2 -
public Yes
0.606
119
chuot
voting -
public Yes
0.606
120
ptrmpn
5_fold -
public_off No
0.606
121
Dublin City Univrsity
submission_tf_efficientnet_b7_nsthresholding-tta-20model-15rzfl9z_v610_epochs_meta -
public Yes
0.606
122
Dublin City Univrsity
submission_tf_efficientnet_b5_ns_thresholding-finetune-random_crop_both_aug -
public Yes
0.605
123
choichovui
TLS
test -
public Yes
0.605
124
A.G
URV
submission_tf_efficientnet_b4_nsthresholding-tta-20model-ep01cw42_v15meta_type2 -
public Yes
0.605
125
ptrmpn
aisc_isic_5 -
public_off No
0.605
126
Testers
Testing Team
EfficientNet b6 -
public Yes
0.604
127
Minjie
123
ensemble3 -
public Yes
0.604
128
Minjie SingleModel Test
123
effb4 meta single unk -
public Yes
0.604
129
jordi.delatorre
jordi.delatorre
CNN -
public_off No
0.604
130
David D Gaviria URV
URV
submission_tf_efficientnet_b4_nsthresholding-model-28zbrlj2_v8-10_epochs_aug2-model-tta32 -
public Yes
0.604
131
DTU Compute
Technical University of Denmark
with majority -
public_off No
0.603
132
David D. Gaviria | Petia R. | Mostafa K.
Universitat Politécnica de Catalunya | Universitat de Barcelona | Universitat Rovira Virgili
ensamble-voting-24 -
public Yes
0.603
133
SabanciUnivTeam
Sabanci University
Convolutional Ensemble w/ImbECOC description
public_off No
0.602
134
SabanciUnivTeam
Sabanci University
CNNsEnsemble_ImbECOC_NoUNKOWN -
public_off No
0.602
135
A.G
URV
tf_efficientnet_b4_newaug-whole_weight -
public Yes
0.602
136
chuot
vote average -
public Yes
0.602
137
chuot
vote average binary -
public Yes
0.602
138
A.G
URV
submission_tf_efficientnet_b5_nsthresholding-random-19_29_ext-model-1eq7d7bt_v12unk_weight-1.0 -
public Yes
0.602
139
David D Gaviria URV
URV
submission_isic_classifier_efficientnet-b5-threshold -
public Yes
0.602
140
chuot
vote average binary modcl -
public Yes
0.601
141
David D Gaviria URV
URV
submission_tf_efficientnet_b5_nsthresholding-whole_data-classic_weight-model-1eq7d7bt_v12 -
public Yes
0.601
142
David D Gaviria URV
URV
ensamble-voting-20 -
public Yes
0.600
143
David D Gaviria URV
URV
ensamble-voting-20-f -
public Yes
0.600
144
jordi.delatorre
jordi.delatorre
CNN4 -
public_off No
0.600
145
meo
estimation -
public Yes
0.599
146
meo
estimation 2 -
public Yes
0.599
147
jordi.delatorre
jordi.delatorre
CNN+t -
public_off No
0.599
148
A.G
URV
submission_tf_efficientnet_b4_nsthresholding-random-19_29_ext-subsamplemodel-25hhilx3_v14 -
public Yes
0.599
149
meo
estimation 3 -
public Yes
0.598
150
DTU Compute
Technical University of Denmark
Residual Networks With AISC (pseudo Ensemble) -
public Yes
0.598
151
thitho
ensemble 2 -
public Yes
0.598
152
David D Gaviria URV
URV
ensemble -
public Yes
0.597
153
David D Gaviria URV
URV
ensamble-baseline-17 -
public Yes
0.597
154
thitho
ensemble -
public Yes
0.597
155
David D Gaviria URV
URV
submission_tf_efficientnet_b5_nsthresholding-whole_data-classic_weight-model-14g852s0_v15 -
public Yes
0.597
156
skindoc
with Data from Southern Sun Pathology
single model -
public Yes
0.596
157
2ai laboratory
2ai
Base_eff -
public_off No
0.596
158
2ai laboratory
2ai
Base_eff4 -
public Yes
0.596
159
BetterTogether
Conv Ensemble -
public_off No
0.596
160
SU_28675_28684_27445_22447
SabanciUniversity
DenseNet_Ensemble -
public_off No
0.596
161
thitho
ensemble 3 -
public Yes
0.596
162
David D Gaviria URV
URV
submission_tf_efficientnet_b5_nsthresholding-random_crop_aug -
public Yes
0.596
163
Teststs
TESTST -
public_off No
0.596
164
Dublin City Univrsity
submission_tf_efficientnet_b5_ns_finetune-random_crop_both_aug -
public Yes
0.596
165
Benji
TEsts -
public_off No
0.595
166
BetterTogether
Convvvv -
public_off No
0.595
167
BetterTogether_
SabanciUniversity_DA
Conv-Ensemble-4 -
public_off No
0.595
168
A.G
URV
submission_tf_efficientnet_b5_nsthresholding-random-19_29_ext-subsamplemodel-dy825rve_v13 -
public Yes
0.595
169
ia team
uao
ensemble -
public Yes
0.595
170
Benjii
Submison -
public_off No
0.595
171
DTU Compute
Technical University of Denmark
2019_ensemble_majority_softmax -
public_off No
0.595
172
Dermos
Ensemble -
public_off No
0.595
173
BetterTogether
xc -
public_off No
0.595
174
A.G
URV
submission_tf_efficientnet_b4_nsthresholding-meta_2-model-ep01cw42_v15 -
public Yes
0.594
175
Benjii
Conv Single_Benji -
public_off No
0.594
176
SU_28675_28684_27445_22447
SabanciUniversity
DenseNet - Ensemble -
public_off No
0.594
177
SU_28675_28684_27445_22447
SabanciUniversity
DenseNet - Ensemble_1 -
public_off No
0.594
178
David D Gaviria URV
URV
submission_convnext_xlarge_384_in22ft1kthresholding-tta-20model-pe6hny69_v8meta_type2 -
public Yes
0.594
179
BetterTogether_
SabanciUniversity_DA
Conv Ensemble -
public_off No
0.594
180
BetterTogether_
SabanciUniversity_DA
Conv-Ensemble-3 -
public_off No
0.594
181
SU_28675_28684_27445_22447
SabanciUniversity
DenseNet - Ensemble_4 -
public_off No
0.594
182
SU_28675_28684_27445_22447
SabanciUniversity
DenseNet_Ensemble_5 -
public_off No
0.594
183
SU_28675_28684_27445_22447
SabanciUniversity
DenseNet_Ensemble_6 -
public_off No
0.594
184
BetterTogether_
SabanciUniversity_DA
Conv-Ensemble-2 -
public_off No
0.593
185
UB David
https://www.upc.edu/en
submission_deit3_large_patch16_384_in21ft1kthresholding-model-154fzg8r_v7-model-heavy_aug_tta32-new_ -
public Yes
0.593
186
Just me
UCM
deit3_large_patch16_384-meta -
public Yes
0.593
187
SU_28675_28684_27445_22447
SabanciUniversity
DensetNet Ensemble Conv -
public_off No
0.593
188
BetterTogether_
SabanciUniversity_DA
CNV -
public_off No
0.592
189
PP
JOPG
LM -
public_off No
0.592
190
BetterTogether
Convxx -
public_off No
0.592
191
The Tester
EfficientNet b5 -
public Yes
0.592
192
A.G
URV
submission_deit3_large_patch16_384_in21ft1kthresholding-tta-20model-154fzg8r_v7meta_type2 -
public Yes
0.592
193
Just me
UCM
deit3_large_patch16_384-aug -
public Yes
0.592
194
DTU Compute
Technical University of Denmark
best ensemble aisc isic -
public_off No
0.591
195
ptrmpn
best full -
public_off No
0.591
196
ptrmpn
mixed daisy three fold -
public_off No
0.591
197
DTU Compute
Technical University of Denmark
majority ours -
public_off No
0.591
198
Dublin City Univrsity
submission_tf_efficientnet_b4_nsthresholding-finetune-random_crop_both_aug -
public Yes
0.591
199
jordi.delatorre
jordi.delatorre
CNN ext -
public Yes
0.591
200
Testers
Testing Team
DenseNet-161 unk -
public Yes
0.591