MILK10k 2025 Leaderboards

Rank 150 total Team 150 unique teams Approach Manuscript Used External Data 28 yes Primary Metric Value Dice Coefficient
1
Allegoria
Allegoria Inc.
Allegoria 3D-ViT v3 -
public Yes
0.705
2
Tmp
Tmp -
public Yes
0.669
3
Trần Văn Đồng - Beast Team
Independant researchers
EfficientnetV2 + customized loss v9 add milk10 -
public Yes
0.654
4
Sébastien Fischman
Damae Medical
Dermo Only Explainable CNN base -
public Yes
0.619
5
Rohan Iyer
University of Minnesota
F1-Weighted Tuned Ensemble VI (ConvNeXt + Swin-V2) -
public_off No
0.609
6
ENS
SwinV2 SSL 22K TTA -
public Yes
0.604
7
TmpMusty
Independent Researcher
SwinV2 Cross validation -
public Yes
0.597
8
Fluffy Potato
Convolutional Emsemble -
public_off No
0.593
9
ISP RAS
ISP RAS
a100_crt_byole093_top3_calib -
public Yes
0.569
10
ManuelPla
UOC
Multimodal V2.8H.1 -
public Yes
0.561
11
DermaNet
DermaNet Team
DermaNet - No External -
public_off No
0.549
12
Sabancı University ENS491
rare classes swin v2 -
public Yes
0.548
13
Michael
RIT
BioMedCLIP+Dino+OpenCLIP Finetune -
public_off No
0.545
14
German&Ruben
Universitat Politècnica de València
EfficientNetV2 5-fold LateFusion Metadata -
public_off No
0.541
15
STRAWB_MILK
QMUL
ViT_ConvNext_Ensemble_v1.5 -
public Yes
0.538
16
AcuvizionAI Belgium
Independent Researcher (Kamran Soleimani)
AcuvizionAI Multi-Modal Fusion -
public_off No
0.538
17
Multimodale
Multimodal -
public_off No
0.528
18
YHL
Shanghai Ocean University
ConvNeXt_Base -
public_off No
0.528
19
PanDerm Team
AIM for Health Lab, Monash University
PanDerm V2 -
public_off No
0.524
20
Benjamin Bruch
Independent Researcher
Hybrid ViT-CNN Ensemble -
public Yes
0.522
21
Hongyuan Xie
Manchester Metropolitan University
Avg_Scale_Size_CNN -
public_off No
0.519
22
SzaboAndrasBajnok
University of Szeged
Multimodal -
public_off No
0.519
23
ENS-Group#2
Sabanci University
Convnext large -
public Yes
0.516
24
Team SSH07
University of Technology Sydney
DualView Rare-Aware Fusion -
public_off No
0.515
25
TempEA
Independent
v1b -
public Yes
0.513
26
Tran Thanh An 2
Panderm Loss + 5 fold -
public_off No
0.512
27
RCB
Ensemble -
public_off No
0.511
28
Ruben&German
Universitat Politecnica de Valencia
EfficientNetV2 FocalLoss+WeightedRandomSampler -
public_off No
0.511
29
Unstoppables
ConvNeXt-Base Rare-OS + EfficientNet-B0 Weighted Ensemble -
public Yes
0.508
30
SkinVP
Sabanci university
Efficient_net_train_bothRare -
public Yes
0.506
31
dikorax
CNN 5-fold -
public_off No
0.506
32
PikaPika
KAIST
EfficientnetV2 + Metadata MLP Fusion -
public_off No
0.505
33
PawsMakeClickClick
Kharkiv National University of Radio Electronics
Derm_v2 -
public_off No
0.504
34
SHOU
SHOU
ConvNeXt-Base 5-fold -
public_off No
0.502
35
Team Rocket
SwinV2 EMA 69 Dermo 42 -
public Yes
0.501
36
ZCU-FAV-KKY
University of West Bohemia
Swin V2 - v0.3 -
public Yes
0.501
37
able_23
PEC Chandigarh
convnext_base + asl -
public_off No
0.499
38
VisionX SkinAnalytics
EffNetV2 -
public_off No
0.498
39
JTeam
dual_vision -
public_off No
0.495
40
Valor
BRAC University b
ConvNeXt +SwinV2 -
public_off No
0.495
41
Team 1
VariousLoss
VariousLoss_EffNetV2 -
public_off No
0.493
42
Bahcesehir EAE
BahcesehirUniversity
EfficientnetV2 + Metadata + LogisticReg -
public_off No
0.493
43
BUPT
Beijing University of Posts and Telecommunications
MDCL-fold5 -
public_off No
0.491
44
d
SS -
public_off No
0.490
45
Unknown
Hidden
Train 2 -
public_off No
0.489
46
Group 3 Harry
SwinV2 + SmoothFocalLoss -
public_off No
0.489
47
Londoni ut
Londoni ut -
public_off No
0.488
48
Pedro Bento
SwinV2 (tiny) - 2 epoch mid training -
public Yes
0.486
49
DL_2025.1_HUST
PanDerm Tri-Modal Fusion -
public_off No
0.486
50
MDCL-SCRL-2
MDCL-SCRL-FOLD3 -
public_off No
0.485
51
alpha_2
mahatma gandhi institute of technology
EfficientNet-B4 dual-image -
public_off No
0.484
52
Milk10k
Swin v1 -
public_off No
0.484
53
yrk96temizlemeyeokultestgexe neg_05 onlytrain
neg 05? only train -
public_off No
0.482
54
Bajnok
Multimodal -
public_off No
0.481
55
BrkTest
Multimodal 5fold -
public_off No
0.480
56
yrk96temizlemeyeokultestgexe neg_05
temizlemeyeokultestgexe neg 05 -
public_off No
0.479
57
testgexe 3 binary
testgexe 3 binary -
public_off No
0.477
58
LIFE
Universidade Federal do Espírito Santo
Concatenation baseline custom loss -
public Yes
0.476
59
SOLO
FPT University
ViTT -
public_off No
0.476
60
BrkSubmit
Multimodal Approach -
public_off No
0.476
61
BrkMoreWarmup
Multimodal more warmup -
public_off No
0.476
62
VPA Sabanci
Sabanci University
DinoV2 -
public_off No
0.475
63
temizlemeyeokul
30ar_patient_6_seed_42 -
public_off No
0.474
64
binary3
neg_05 -
public_off No
0.474
65
Trint
trintv12 -
public_off No
0.474
66
David Nduonofit
Bowen University
CNN + wrs -
public_off No
0.474
67
milkyway
Yonsei iie4123
sampler+customlossv4+v1 ensemble -
public_off No
0.473
68
new few
deneme chat -
public_off No
0.472
69
binary 2
temiz30 -
public_off No
0.472
70
MDCL-SCRL
MDCL-SCRL-FOLD1 -
public_off No
0.471
71
MDCL-SCRL-all
ALL -
public_off No
0.471
72
Arbit
d_medoid -
public_off No
0.471
73
jmirtas
jmirtas -
public_off No
0.471
74
Nikshay Kataria
convnext_512 -
public_off No
0.470
75
Rekura
Concept bottleneck model for skin lesion classification description
public_off No
0.469
76
testgexe 3 binary early
testgexe 3 binary early -
public_off No
0.469
77
RyHar Five
ResNet50 -
public_off No
0.468
78
08colabonlytraintemiz_lem
finalwithvaltrain -
public_off No
0.467
79
ikaros
Neural network with a dual Swin-T backbone -
public Yes
0.467
80
temizlemeyeokultestgexe
neg_07 -
public_off No
0.466
81
binary4
beg -
public_off No
0.466
82
GCY帅哥
EffNetB3-Dual-Meta-Focal -
public_off No
0.466
83
testgexe 2 binary 08gmail
3 binary -
public_off No
0.465
84
96colabonlytrain
96colabonlytrain ensemble -
public_off No
0.465
85
binary
binary yeniden -
public_off No
0.465
86
SkinGuard
ResNet50 -
public_off No
0.464
87
Pasta
hybrid -
public_off No
0.464
88
Huvy
Volo D1 Remix -
public Yes
0.463
89
AK
HUST
CNN -
public_off No
0.462
90
08colabonlytrain
08colabonlytrain -
public_off No
0.460
91
It Hurts When IP
Woxsen University
Densenet -
public_off No
0.459
92
Group 5 (2)
Single EfficientNet-B2 Baseline with Class-Balanced Focal Loss -
public_off No
0.457
93
Unknown2
Unknown
One fold -
public_off No
0.457
94
npc_2
Da nang
Effb2_metadata_loss -
public Yes
0.456
95
ZY
AHU
Dual_SwinTransformer -
public_off No
0.456
96
ds
ds -
public_off No
0.455
97
Yhltmxh
TEMP
ConvNeXt V2 tta -
public_off No
0.454
98
Arionkoder
Arionkoder
EfficientNet-ConvNeXt -
public_off No
0.452
99
gr5
DualTransformer -
public_off No
0.451
100
testgexe 2 old
2 binary -
public_off No
0.448
101
cheesenet
Efficientnetv2 + custom loss + dynamics -
public_off No
0.447
102
96colabbase
96colabbase -
public_off No
0.446
103
Dhruval Padia
Ensemble -
public_off No
0.444
104
John's Lab
Independent
Vision transformer - custom head - 6 -
public_off No
0.444
105
testgexe
weighted base -
public_off No
0.443
106
NIH NLM AI4M
National Institutes of Health, National Library of Medicine
Multimodal-Image-Text -
public_off No
0.442
107
CBML_UNIPI
University of Pireaus
EfficientNetV2S_DualFusion_Attention -
public_off No
0.439
108
Erdem Bozyel
Ensemble v1 -
public Yes
0.437
109
Sam
Dual modality ConvNeXt and SwinV2 Ensemble -
public_off No
0.437
110
Concat-four
Concat-fold5 -
public_off No
0.436
111
Agov
University Of Genova
Ensemble of 5 EfficientNetB0 -
public_off No
0.435
112
SZTE
effnet_multi -
public_off No
0.434
113
cosine
cosine few -
public_off No
0.432
114
NoExternalData
NoExternalData used -
public_off No
0.431
115
Elixir
University of Texas Austin
ConvNext EffNet Ensemble -
public_off No
0.425
116
KW_HAU
Kwangwoon University
Test -
public_off No
0.425
117
Elixir_BCE
University of Texas Austin
ConNext Tiny and EffNet B2 -
public_off No
0.425
118
Concat
Concat-All -
public_off No
0.424
119
Tran Thanh An
Panderm (TranThanhAn2) -
public_off No
0.424
120
DermaNet + External Data
DermaNet
DermaNet - External Data -
public Yes
0.424
121
Harry
EfficientNetV2S -
public_off No
0.421
122
DBAA
Hanoi University of Science and Technology
AMMFA-skip -
public_off No
0.419
123
AIEM
Johns Hopkins University
CNN -
public_off No
0.419
124
Soland
UET
EfficientNetV2 -
public_off No
0.413
125
SophiaMSCore_Systems
ConvNeXt +SwinV2 -
public_off No
0.405
126
Piyush Kumar
University of Texas Austin
ConvNext and EffNet Ensemble -
public_off No
0.404
127
BUPT6
Beijing University of Posts and Telecommunications
ResNext-Pre-6 -
public_off No
0.402
128
GATV
UPM
Hiera Encoder -
public_off No
0.401
129
viyer
Unknown
EnsembleRaro -
public_off No
0.394
130
XRAI-Keele
Keele University
Swin-v2 with concept-guided cross-attention -
public_off No
0.389
131
AGC
UPO
Swim Transformer + Custom Loss -
public_off No
0.385
132
slemanfaiz
ResNet optimized -
public_off No
0.384
133
FPT
FPT
efficient_net_b2 -
public Yes
0.366
134
ainum
CLIP pretrained encoders with cross attention -
public_off No
0.366
135
Judy
BUAA
resnet50 -
public_off No
0.353
136
BUPT3
Beijing University of Posts and Telecommunications
aa2 -
public_off No
0.323
137
BUPT5
Beijing University of Posts and Telecommunications
ResNext-OnlyImage -
public_off No
0.317
138
ED-UMA
University of Malaga
Hybrid EfficientNetB0 -
public_off No
0.317
139
Harry Group 5
V2 ENet -
public_off No
0.313
140
Naschpitz's Team
No Name
Deep CNN, global average pooling, softmax classification, dropout regularization, data augmentation -
public_off No
0.306
141
TestTeam
TestModel -
public_off No
0.296
142
JMI SkinVision (Farhan khan)
Jamia Millia Islamia
Dual-EfficientNetV2 with Multi Modal Fusion -
public_off No
0.260
143
BUPT4
Beijing University of Posts and Telecommunications
ResNext-OnlyImage -
public_off No
0.239
144
skintell
SkinTell -
public_off No
0.236
145
EEFTZ
Bahcesehir University
DualStreamNet — Dual-Stream CNN with Fractal-Dimension Fusion -
public Yes
0.225
146
catalinapesquet
MobileNet_clinical -
public_off No
0.200
147
fibers
Universitat Politècnica de Barcelona
First test -
public_off No
0.136
148
oris
efficientnet+extra feature -
public Yes
0.079
149
Resnet+efficientb0
BUAA
Resnet+efficientb0 description
public Yes
0.049
150
[deleted]
[deleted2] -
public_off No
0.000