MILK10k 2025 Leaderboards

Rank 166 total Team 166 unique teams Approach Manuscript Used External Data 37 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
WPI-ECL Lab
Worcester Polytecnic Institute & UTP-Panama
TwinSight v2.0 -
public Yes
0.662
4
Trần Văn Đồng - Beast Team
Independant researchers
EfficientnetV2 + customized loss v9 add milk10 -
public Yes
0.654
5
Sébastien Fischman
Dermo Only Explainable CNN base -
public Yes
0.619
6
Rohan Iyer
University of Minnesota
F1-Weighted Tuned Ensemble VI (ConvNeXt + Swin-V2) -
public_off No
0.609
7
ENS
SwinV2 SSL 22K TTA -
public Yes
0.604
8
TmpMusty
Independent Researcher
SwinV2 Cross validation -
public Yes
0.597
9
Fluffy Potato
Medgemma (Medsiglip) v3 -
public Yes
0.593
10
Michael
RIT
Ensemble probe priors -
public_off No
0.570
11
ISP RAS
ISP RAS
a100_crt_byole093_top3_calib -
public Yes
0.569
12
ManuelPla
UOC
Multimodal V2.8H.1 -
public Yes
0.561
13
Ishank
Threshold-Calibrated Dual-Encoder Ensemble (ConvNeXt, 5-fold) -
public_off No
0.550
14
DermaNet
DermaNet Team
DermaNet - No External -
public_off No
0.549
15
Sabancı University ENS491
rare classes swin v2 -
public Yes
0.548
16
YHL
Shanghai Ocean University
ConvNeXt_Base -
public_off No
0.545
17
German&Ruben
Universitat Politècnica de València
EfficientNetV2 5-fold LateFusion Metadata -
public_off No
0.541
18
Huvy
FT_tta_shift_hybrid -
public_off No
0.540
19
STRAWB_MILK
QMUL
ViT_ConvNext_Ensemble_v1.5 -
public Yes
0.538
20
AcuvizionAI Belgium
Independent Researcher (Kamran Soleimani)
AcuvizionAI Multi-Modal Fusion -
public_off No
0.538
21
Coldplay
tf_efficientnetv2_b2_convnext_base_lowrank_fixedlogit -
public_off No
0.534
22
Iyer et al. (Manuscript Coming Soon)
University of Minnesota
PATO -
public_off No
0.534
23
Multimodale
Multimodal -
public_off No
0.528
24
SHOU
SHOU
convnext frz0.5 -
public_off No
0.525
25
PanDerm Team
AIM for Health Lab, Monash University
PanDerm V2 -
public_off No
0.524
26
Benjamin Bruch
Independent Researcher
Hybrid ViT-CNN Ensemble -
public Yes
0.522
27
Malignant Intent
MalIntent-XL -
public Yes
0.520
28
Hongyuan Xie
Manchester Metropolitan University
Avg_CNN_50 -
public_off No
0.519
29
SzaboAndrasBajnok
University of Szeged
Multimodal -
public_off No
0.519
30
ENS-Group#2
Sabanci University
Convnext large -
public Yes
0.516
31
Team SSH07
University of Technology Sydney
DualView Rare-Aware Fusion -
public_off No
0.515
32
TempEA
Independent
v1b -
public Yes
0.513
33
Tran Thanh An 2
Panderm Loss + 5 fold -
public_off No
0.512
34
RCB
Ensemble -
public_off No
0.511
35
Ruben&German
Universitat Politecnica de Valencia
EfficientNetV2 FocalLoss+WeightedRandomSampler -
public_off No
0.511
36
Unstoppables
ConvNeXt-Base Rare-OS + EfficientNet-B0 Weighted Ensemble -
public Yes
0.508
37
NPCs
resnet50_tf_efficientnetv2_b2_lowrank_fixedlogit -
public_off No
0.507
38
SkinVP
Sabanci university
Efficient_net_train_bothRare -
public Yes
0.506
39
dikorax
CNN 5-fold -
public_off No
0.506
40
PikaPika
KAIST
EfficientnetV2 + Metadata MLP Fusion -
public_off No
0.505
41
PawsMakeClickClick
Kharkiv National University of Radio Electronics
Derm_v2 -
public_off No
0.504
42
Team Rocket
SwinV2 EMA 69 Dermo 42 -
public Yes
0.501
43
ZCU-FAV-KKY
University of West Bohemia
Swin V2 - v0.3 -
public Yes
0.501
44
able_23
PEC Chandigarh
convnext_base + asl -
public_off No
0.499
45
tf effnetv2b2
tf effnetv2b2 -
public Yes
0.499
46
VisionX SkinAnalytics
EffNetV2 -
public_off No
0.498
47
JTeam
dual_vision -
public_off No
0.495
48
convxnext
conxnext + fuse -
public Yes
0.495
49
Valor
BRAC University b
ConvNeXt +SwinV2 -
public_off No
0.495
50
Team 1
VariousLoss
VariousLoss_EffNetV2 -
public_off No
0.494
51
DuyHoang
convnext_base_tf_efficientnetv2_b2_lowrank_fixedlogit -
public_off No
0.494
52
Bahcesehir EAE
BahcesehirUniversity
EfficientnetV2 + Metadata + LogisticReg -
public_off No
0.493
53
BUPT
Beijing University of Posts and Telecommunications
MDCL-fold5 -
public_off No
0.491
54
d
SS -
public_off No
0.490
55
Arionkoder
Arionkoder
FusionSwAV-ConvNeXt-Ensemble -
public_off No
0.490
56
duyhoang 2
efficientnet_b2_convnext_base_lowrank_fixedlogit -
public_off No
0.490
57
Unknown
Hidden
Train 2 -
public_off No
0.489
58
Group 3 Harry
SwinV2 + SmoothFocalLoss -
public_off No
0.489
59
duyhoang 3
efficientnet_b2_tf_efficientnetv2_b2_lowrank_fixedlogit -
public_off No
0.489
60
Londoni ut
Londoni ut -
public_off No
0.488
61
FPT
FPT
efficient_net_b2 -
public Yes
0.487
62
Berke
brk
No_Gate -
public_off No
0.487
63
Pedro Bento
SwinV2 (tiny) - 2 epoch mid training -
public Yes
0.486
64
DL_2025.1_HUST
PanDerm Tri-Modal Fusion -
public_off No
0.486
65
MDCL-SCRL-2
MDCL-SCRL-FOLD3 -
public_off No
0.485
66
Milk10k
Swin v1 -
public_off No
0.484
67
yrk96temizlemeyeokultestgexe neg_05 onlytrain
neg 05? only train -
public_off No
0.482
68
Bajnok
Multimodal -
public_off No
0.481
69
David Nduonofit
Bowen University
CNN + wrs -
public_off No
0.481
70
Le
Duy
Effnetv2 -
public Yes
0.480
71
yrk96temizlemeyeokultestgexe neg_05
temizlemeyeokultestgexe neg 05 -
public_off No
0.479
72
testgexe 3 binary
testgexe 3 binary -
public_off No
0.477
73
LIFE
Universidade Federal do Espírito Santo
Concatenation baseline custom loss -
public Yes
0.476
74
SOLO
FPT University
ViTT -
public_off No
0.476
75
Yhltmxh
TEMP
convnext 0 -
public_off No
0.476
76
VPA Sabanci
Sabanci University
DinoV2 -
public_off No
0.475
77
temizlemeyeokul
30ar_patient_6_seed_42 -
public_off No
0.474
78
binary3
neg_05 -
public_off No
0.474
79
Trint
trintv12 -
public_off No
0.474
80
milkyway
Yonsei iie4123
sampler+customlossv4+v1 ensemble -
public_off No
0.473
81
new few
deneme chat -
public_off No
0.472
82
binary 2
temiz30 -
public_off No
0.472
83
MDCL-SCRL
MDCL-SCRL-FOLD1 -
public_off No
0.471
84
MDCL-SCRL-all
ALL -
public_off No
0.471
85
Arbit
d_medoid -
public_off No
0.471
86
jmirtas
jmirtas -
public_off No
0.471
87
Nikshay Kataria
convnext_512 -
public_off No
0.470
88
Rekura
Concept bottleneck model for skin lesion classification description
public_off No
0.469
89
testgexe 3 binary early
testgexe 3 binary early -
public_off No
0.469
90
RyHar Five
ResNet50 -
public_off No
0.468
91
08colabonlytraintemiz_lem
finalwithvaltrain -
public_off No
0.467
92
npc_2
Da nang
Effb2_metadata_loss -
public Yes
0.467
93
ikaros
Neural network with a dual Swin-T backbone -
public Yes
0.467
94
temizlemeyeokultestgexe
neg_07 -
public_off No
0.466
95
binary4
beg -
public_off No
0.466
96
GCY帅哥
EffNetB3-Dual-Meta-Focal -
public_off No
0.466
97
testgexe 2 binary 08gmail
3 binary -
public_off No
0.465
98
96colabonlytrain
96colabonlytrain ensemble -
public_off No
0.465
99
binary
binary yeniden -
public_off No
0.465
100
SkinGuard
ResNet50 -
public_off No
0.464
101
Pasta
hybrid -
public_off No
0.464
102
valid
AHU
ConvNeXt -
public_off No
0.464
103
DuyHoang4
resnet50_convnext_base_lowrank_fixedlogit -
public_off No
0.463
104
alpha_2
mahatma gandhi institute of technology
EfficientNet-B4 dual-image -
public_off No
0.462
105
AK
HUST
CNN -
public_off No
0.462
106
08colabonlytrain
08colabonlytrain -
public_off No
0.460
107
It Hurts When IP
Woxsen University
Densenet -
public_off No
0.459
108
depression team
tf_efficientnetv2_b2_mobilenetv3_large_lowrank_fixedlogit -
public_off No
0.458
109
Group 5 (2)
Single EfficientNet-B2 Baseline with Class-Balanced Focal Loss -
public_off No
0.457
110
Unknown2
Unknown
One fold -
public_off No
0.457
111
ZY
AHU
Dual_SwinTransformer -
public_off No
0.456
112
ds
ds -
public_off No
0.455
113
gr5
DualTransformer -
public_off No
0.451
114
testgexe 2 old
2 binary -
public_off No
0.448
115
cheesenet
Efficientnetv2 + custom loss + dynamics -
public_off No
0.447
116
96colabbase
96colabbase -
public_off No
0.446
117
Dhruval Padia
Ensemble -
public_off No
0.444
118
John's Lab
Independent
Vision transformer - custom head - 6 -
public_off No
0.444
119
testgexe
weighted base -
public_off No
0.443
120
NIH NLM AI4M
National Institutes of Health, National Library of Medicine
Multimodal-Image-Text -
public_off No
0.442
121
CBML_UNIPI
University of Pireaus
EfficientNetV2S_DualFusion_Attention -
public_off No
0.439
122
Erdem Bozyel
Ensemble v1 -
public Yes
0.437
123
Sam
Dual modality ConvNeXt and SwinV2 Ensemble -
public_off No
0.437
124
Concat-four
Concat-fold5 -
public_off No
0.436
125
Agov
University Of Genova
Ensemble of 5 EfficientNetB0 -
public_off No
0.435
126
SZTE
effnet_multi -
public_off No
0.434
127
cosine
cosine few -
public_off No
0.432
128
NoExternalData
NoExternalData used -
public_off No
0.431
129
Elixir
University of Texas Austin
ConvNext EffNet Ensemble -
public_off No
0.425
130
KW_HAU
Kwangwoon University
Test -
public_off No
0.425
131
Elixir_BCE
University of Texas Austin
ConNext Tiny and EffNet B2 -
public_off No
0.425
132
Concat
Concat-All -
public_off No
0.424
133
Tran Thanh An
Panderm (TranThanhAn2) -
public_off No
0.424
134
DermaNet + External Data
DermaNet
DermaNet - External Data -
public Yes
0.424
135
Teddy's Team
teddy
EfficientNetV2S two-view + MONET -
public Yes
0.422
136
Harry
EfficientNetV2S -
public_off No
0.421
137
DBAA
Hanoi University of Science and Technology
AMMFA-skip -
public_off No
0.419
138
AIEM
Johns Hopkins University
CNN -
public_off No
0.419
139
Soland
UET
EfficientNetV2 -
public_off No
0.413
140
SophiaMSCore_Systems
ConvNeXt +SwinV2 -
public_off No
0.405
141
Piyush Kumar
University of Texas Austin
ConvNext and EffNet Ensemble -
public_off No
0.404
142
BUPT6
Beijing University of Posts and Telecommunications
ResNext-Pre-6 -
public_off No
0.402
143
GATV
UPM
Hiera Encoder -
public_off No
0.401
144
viyer
Unknown
EnsembleRaro -
public_off No
0.394
145
XRAI-Keele
Keele University
Swin-v2 with concept-guided cross-attention -
public_off No
0.389
146
AGC
UPO
Swim Transformer + Custom Loss -
public_off No
0.385
147
slemanfaiz
ResNet optimized -
public_off No
0.384
148
Raphael S
University of Leipzig
3 * DeiT + Bayesian net fusion (best f1, balanced sampler) -
public Yes
0.382
149
ainum
CLIP pretrained encoders with cross attention -
public_off No
0.366
150
Judy
BUAA
resnet50 -
public_off No
0.353
151
BUPT3
Beijing University of Posts and Telecommunications
aa2 -
public_off No
0.323
152
BUPT5
Beijing University of Posts and Telecommunications
ResNext-OnlyImage -
public_off No
0.317
153
ED-UMA
University of Malaga
Hybrid EfficientNetB0 -
public_off No
0.317
154
Harry Group 5
V2 ENet -
public_off No
0.313
155
Naschpitz's Team
No Name
Deep CNN, global average pooling, softmax classification, dropout regularization, data augmentation -
public_off No
0.306
156
teddy8023mars
Independent Researcher
Two-view EfficientNetB0 (shared encoder) -
public Yes
0.304
157
TestTeam
TestModel -
public_off No
0.296
158
JMI SkinVision (Farhan khan)
Jamia Millia Islamia
Dual-EfficientNetV2 with Multi Modal Fusion -
public_off No
0.260
159
UFES Bruno, Christian, Klarine
Universidade Federal do Espírito Santo
MobileNetV2 Fine-Tuning -
public Yes
0.250
160
BUPT4
Beijing University of Posts and Telecommunications
ResNext-OnlyImage -
public_off No
0.239
161
skintell
SkinTell -
public_off No
0.236
162
EEFTZ
Bahcesehir University
DualStreamNet — Dual-Stream CNN with Fractal-Dimension Fusion -
public Yes
0.225
163
catalinapesquet
MobileNet_clinical -
public_off No
0.200
164
fibers
Universitat Politècnica de Barcelona
First test -
public_off No
0.136
165
oris
efficientnet+extra feature -
public Yes
0.079
166
Resnet+efficientb0
BUAA
Resnet+efficientb0 description
public Yes
0.049