MILK10k 2025 Leaderboards

Rank 161 total Team 161 unique teams Approach Manuscript Used External Data 35 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
ECL Lab
Worcester Polytecnic Institute
TwinSight v1.0 -
public Yes
0.588
10
ISP RAS
ISP RAS
a100_crt_byole093_top3_calib -
public Yes
0.569
11
ManuelPla
UOC
Multimodal V2.8H.1 -
public Yes
0.561
12
Michael
RIT
Ensemble Probe Boosted -
public_off No
0.550
13
DermaNet
DermaNet Team
DermaNet - No External -
public_off No
0.549
14
Sabancı University ENS491
rare classes swin v2 -
public Yes
0.548
15
YHL
Shanghai Ocean University
ConvNeXt_Base -
public_off No
0.545
16
German&Ruben
Universitat Politècnica de València
EfficientNetV2 5-fold LateFusion Metadata -
public_off No
0.541
17
STRAWB_MILK
QMUL
ViT_ConvNext_Ensemble_v1.5 -
public Yes
0.538
18
AcuvizionAI Belgium
Independent Researcher (Kamran Soleimani)
AcuvizionAI Multi-Modal Fusion -
public_off No
0.538
19
Coldplay
tf_efficientnetv2_b2_convnext_base_lowrank_fixedlogit -
public_off No
0.534
20
Rohan Iyer et al. Publication
University of Minnesota
PATO -
public_off No
0.534
21
Multimodale
Multimodal -
public_off No
0.528
22
SHOU
SHOU
convnext frz0.5 -
public_off No
0.525
23
PanDerm Team
AIM for Health Lab, Monash University
PanDerm V2 -
public_off No
0.524
24
Benjamin Bruch
Independent Researcher
Hybrid ViT-CNN Ensemble -
public Yes
0.522
25
Malignant Intent
MalIntent-XL -
public Yes
0.520
26
Hongyuan Xie
Manchester Metropolitan University
Avg_CNN_50 -
public_off No
0.519
27
SzaboAndrasBajnok
University of Szeged
Multimodal -
public_off No
0.519
28
ENS-Group#2
Sabanci University
Convnext large -
public Yes
0.516
29
Team SSH07
University of Technology Sydney
DualView Rare-Aware Fusion -
public_off No
0.515
30
TempEA
Independent
v1b -
public Yes
0.513
31
Tran Thanh An 2
Panderm Loss + 5 fold -
public_off No
0.512
32
RCB
Ensemble -
public_off No
0.511
33
Ruben&German
Universitat Politecnica de Valencia
EfficientNetV2 FocalLoss+WeightedRandomSampler -
public_off No
0.511
34
Unstoppables
ConvNeXt-Base Rare-OS + EfficientNet-B0 Weighted Ensemble -
public Yes
0.508
35
NPCs
resnet50_tf_efficientnetv2_b2_lowrank_fixedlogit -
public_off No
0.507
36
SkinVP
Sabanci university
Efficient_net_train_bothRare -
public Yes
0.506
37
dikorax
CNN 5-fold -
public_off No
0.506
38
PikaPika
KAIST
EfficientnetV2 + Metadata MLP Fusion -
public_off No
0.505
39
PawsMakeClickClick
Kharkiv National University of Radio Electronics
Derm_v2 -
public_off No
0.504
40
Team Rocket
SwinV2 EMA 69 Dermo 42 -
public Yes
0.501
41
ZCU-FAV-KKY
University of West Bohemia
Swin V2 - v0.3 -
public Yes
0.501
42
able_23
PEC Chandigarh
convnext_base + asl -
public_off No
0.499
43
tf effnetv2b2
tf effnetv2b2 -
public Yes
0.499
44
VisionX SkinAnalytics
EffNetV2 -
public_off No
0.498
45
JTeam
dual_vision -
public_off No
0.495
46
convxnext
conxnext + fuse -
public Yes
0.495
47
Valor
BRAC University b
ConvNeXt +SwinV2 -
public_off No
0.495
48
Team 1
VariousLoss
VariousLoss_EffNetV2 -
public_off No
0.494
49
DuyHoang
convnext_base_tf_efficientnetv2_b2_lowrank_fixedlogit -
public_off No
0.494
50
Bahcesehir EAE
BahcesehirUniversity
EfficientnetV2 + Metadata + LogisticReg -
public_off No
0.493
51
BUPT
Beijing University of Posts and Telecommunications
MDCL-fold5 -
public_off No
0.491
52
d
SS -
public_off No
0.490
53
Arionkoder
Arionkoder
FusionSwAV-ConvNeXt-Ensemble -
public_off No
0.490
54
duyhoang 2
efficientnet_b2_convnext_base_lowrank_fixedlogit -
public_off No
0.490
55
Unknown
Hidden
Train 2 -
public_off No
0.489
56
Group 3 Harry
SwinV2 + SmoothFocalLoss -
public_off No
0.489
57
duyhoang 3
efficientnet_b2_tf_efficientnetv2_b2_lowrank_fixedlogit -
public_off No
0.489
58
Londoni ut
Londoni ut -
public_off No
0.488
59
FPT
FPT
efficient_net_b2 -
public Yes
0.487
60
Pedro Bento
SwinV2 (tiny) - 2 epoch mid training -
public Yes
0.486
61
DL_2025.1_HUST
PanDerm Tri-Modal Fusion -
public_off No
0.486
62
MDCL-SCRL-2
MDCL-SCRL-FOLD3 -
public_off No
0.485
63
alpha_2
mahatma gandhi institute of technology
EfficientNet-B4 dual-image -
public_off No
0.484
64
Milk10k
Swin v1 -
public_off No
0.484
65
yrk96temizlemeyeokultestgexe neg_05 onlytrain
neg 05? only train -
public_off No
0.482
66
Bajnok
Multimodal -
public_off No
0.481
67
Le
Duy
Effnetv2 -
public Yes
0.480
68
yrk96temizlemeyeokultestgexe neg_05
temizlemeyeokultestgexe neg 05 -
public_off No
0.479
69
testgexe 3 binary
testgexe 3 binary -
public_off No
0.477
70
LIFE
Universidade Federal do Espírito Santo
Concatenation baseline custom loss -
public Yes
0.476
71
SOLO
FPT University
ViTT -
public_off No
0.476
72
VPA Sabanci
Sabanci University
DinoV2 -
public_off No
0.475
73
temizlemeyeokul
30ar_patient_6_seed_42 -
public_off No
0.474
74
Yhltmxh
TEMP
ConvNeXt V2 tta -
public_off No
0.474
75
binary3
neg_05 -
public_off No
0.474
76
Trint
trintv12 -
public_off No
0.474
77
David Nduonofit
Bowen University
CNN + wrs -
public_off No
0.474
78
milkyway
Yonsei iie4123
sampler+customlossv4+v1 ensemble -
public_off No
0.473
79
new few
deneme chat -
public_off No
0.472
80
binary 2
temiz30 -
public_off No
0.472
81
MDCL-SCRL
MDCL-SCRL-FOLD1 -
public_off No
0.471
82
MDCL-SCRL-all
ALL -
public_off No
0.471
83
Arbit
d_medoid -
public_off No
0.471
84
jmirtas
jmirtas -
public_off No
0.471
85
Nikshay Kataria
convnext_512 -
public_off No
0.470
86
Rekura
Concept bottleneck model for skin lesion classification description
public_off No
0.469
87
testgexe 3 binary early
testgexe 3 binary early -
public_off No
0.469
88
RyHar Five
ResNet50 -
public_off No
0.468
89
08colabonlytraintemiz_lem
finalwithvaltrain -
public_off No
0.467
90
npc_2
Da nang
Effb2_metadata_loss -
public Yes
0.467
91
ikaros
Neural network with a dual Swin-T backbone -
public Yes
0.467
92
temizlemeyeokultestgexe
neg_07 -
public_off No
0.466
93
binary4
beg -
public_off No
0.466
94
GCY帅哥
EffNetB3-Dual-Meta-Focal -
public_off No
0.466
95
testgexe 2 binary 08gmail
3 binary -
public_off No
0.465
96
96colabonlytrain
96colabonlytrain ensemble -
public_off No
0.465
97
binary
binary yeniden -
public_off No
0.465
98
SkinGuard
ResNet50 -
public_off No
0.464
99
Pasta
hybrid -
public_off No
0.464
100
Huvy
Volo D1 Remix -
public Yes
0.463
101
DuyHoang4
resnet50_convnext_base_lowrank_fixedlogit -
public_off No
0.463
102
AK
HUST
CNN -
public_off No
0.462
103
08colabonlytrain
08colabonlytrain -
public_off No
0.460
104
It Hurts When IP
Woxsen University
Densenet -
public_off No
0.459
105
depression team
tf_efficientnetv2_b2_mobilenetv3_large_lowrank_fixedlogit -
public_off No
0.458
106
Group 5 (2)
Single EfficientNet-B2 Baseline with Class-Balanced Focal Loss -
public_off No
0.457
107
Unknown2
Unknown
One fold -
public_off No
0.457
108
ZY
AHU
Dual_SwinTransformer -
public_off No
0.456
109
ds
ds -
public_off No
0.455
110
gr5
DualTransformer -
public_off No
0.451
111
testgexe 2 old
2 binary -
public_off No
0.448
112
cheesenet
Efficientnetv2 + custom loss + dynamics -
public_off No
0.447
113
96colabbase
96colabbase -
public_off No
0.446
114
Dhruval Padia
Ensemble -
public_off No
0.444
115
John's Lab
Independent
Vision transformer - custom head - 6 -
public_off No
0.444
116
testgexe
weighted base -
public_off No
0.443
117
NIH NLM AI4M
National Institutes of Health, National Library of Medicine
Multimodal-Image-Text -
public_off No
0.442
118
CBML_UNIPI
University of Pireaus
EfficientNetV2S_DualFusion_Attention -
public_off No
0.439
119
Erdem Bozyel
Ensemble v1 -
public Yes
0.437
120
Sam
Dual modality ConvNeXt and SwinV2 Ensemble -
public_off No
0.437
121
Concat-four
Concat-fold5 -
public_off No
0.436
122
Agov
University Of Genova
Ensemble of 5 EfficientNetB0 -
public_off No
0.435
123
SZTE
effnet_multi -
public_off No
0.434
124
cosine
cosine few -
public_off No
0.432
125
NoExternalData
NoExternalData used -
public_off No
0.431
126
Elixir
University of Texas Austin
ConvNext EffNet Ensemble -
public_off No
0.425
127
KW_HAU
Kwangwoon University
Test -
public_off No
0.425
128
Elixir_BCE
University of Texas Austin
ConNext Tiny and EffNet B2 -
public_off No
0.425
129
Concat
Concat-All -
public_off No
0.424
130
Tran Thanh An
Panderm (TranThanhAn2) -
public_off No
0.424
131
DermaNet + External Data
DermaNet
DermaNet - External Data -
public Yes
0.424
132
Harry
EfficientNetV2S -
public_off No
0.421
133
DBAA
Hanoi University of Science and Technology
AMMFA -
public_off No
0.419
134
AIEM
Johns Hopkins University
CNN -
public_off No
0.419
135
Soland
UET
EfficientNetV2 -
public_off No
0.413
136
SophiaMSCore_Systems
ConvNeXt +SwinV2 -
public_off No
0.405
137
Piyush Kumar
University of Texas Austin
ConvNext and EffNet Ensemble -
public_off No
0.404
138
BUPT6
Beijing University of Posts and Telecommunications
ResNext-Pre-6 -
public_off No
0.402
139
GATV
UPM
Hiera Encoder -
public_off No
0.401
140
viyer
Unknown
EnsembleRaro -
public_off No
0.394
141
XRAI-Keele
Keele University
Swin-v2 with concept-guided cross-attention -
public_off No
0.389
142
AGC
UPO
Swim Transformer + Custom Loss -
public_off No
0.385
143
slemanfaiz
ResNet optimized -
public_off No
0.384
144
Raphael S
University of Leipzig
3 * DeiT + Bayesian net fusion (best f1, balanced sampler) -
public Yes
0.382
145
ainum
CLIP pretrained encoders with cross attention -
public_off No
0.366
146
Judy
BUAA
resnet50 -
public_off No
0.353
147
BUPT3
Beijing University of Posts and Telecommunications
aa2 -
public_off No
0.323
148
BUPT5
Beijing University of Posts and Telecommunications
ResNext-OnlyImage -
public_off No
0.317
149
ED-UMA
University of Malaga
Hybrid EfficientNetB0 -
public_off No
0.317
150
Harry Group 5
V2 ENet -
public_off No
0.313
151
Naschpitz's Team
No Name
Deep CNN, global average pooling, softmax classification, dropout regularization, data augmentation -
public_off No
0.306
152
TestTeam
TestModel -
public_off No
0.296
153
JMI SkinVision (Farhan khan)
Jamia Millia Islamia
Dual-EfficientNetV2 with Multi Modal Fusion -
public_off No
0.260
154
UFES Bruno, Christian, Klarine
Universidade Federal do Espírito Santo
MobileNetV2 Fine-Tuning -
public Yes
0.250
155
BUPT4
Beijing University of Posts and Telecommunications
ResNext-OnlyImage -
public_off No
0.239
156
skintell
SkinTell -
public_off No
0.236
157
EEFTZ
Bahcesehir University
DualStreamNet — Dual-Stream CNN with Fractal-Dimension Fusion -
public Yes
0.225
158
catalinapesquet
MobileNet_clinical -
public_off No
0.200
159
fibers
Universitat Politècnica de Barcelona
First test -
public_off No
0.136
160
oris
efficientnet+extra feature -
public Yes
0.079
161
Resnet+efficientb0
BUAA
Resnet+efficientb0 description
public Yes
0.049