MILK10k 2025 Leaderboards

Rank 179 total Team 179 unique teams Approach Manuscript Used External Data 41 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
Convolutional Emsemble -
public_off No
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
AIDermis.5.1H4 F2 -
public_off No
0.568
13
Paweł Piekarski
Ensemble + fine-tuned DermLIP -
public Yes
0.564
14
Ishank
Threshold-Calibrated Dual-Encoder Ensemble (ConvNeXt, 5-fold) -
public_off No
0.550
15
DermaNet
DermaNet Team
DermaNet - No External -
public_off No
0.549
16
Sabancı University ENS491
rare classes swin v2 -
public Yes
0.548
17
Pacemaker
private
PanDerm01 -
public_off No
0.546
18
YHL
Shanghai Ocean University
ConvNeXt_Base -
public_off No
0.545
19
German&Ruben
Universitat Politècnica de València
EfficientNetV2 5-fold LateFusion Metadata -
public_off No
0.541
20
Huvy
FT_tta_shift_hybrid -
public_off No
0.540
21
STRAWB_MILK
QMUL
ViT_ConvNext_Ensemble_v1.4 -
public Yes
0.538
22
AcuvizionAI Belgium
Independent Researcher (Kamran Soleimani)
AcuvizionAI Multi-Modal Fusion -
public_off No
0.538
23
Coldplay
tf_efficientnetv2_b2_convnext_base_lowrank_fixedlogit -
public_off No
0.534
24
Iyer et al. (Manuscript Coming Soon)
University of Minnesota
PATO -
public_off No
0.534
25
Team Rocket
SwinV2 SSL new 125 -
public Yes
0.533
26
Loser
IIT Kharagpur
Calibrated Dual-Branch ConvNeXt–SwinV2 Ensemble with OOF Threshold Auditing -
public_off No
0.528
27
SHOU
SHOU
convnext frz0.5 -
public_off No
0.525
28
PanDerm Team
AIM for Health Lab, Monash University
PanDerm V2 -
public_off No
0.524
29
Benjamin Bruch
Independent Researcher
Hybrid ViT-CNN Ensemble -
public Yes
0.522
30
Tomas Ekholm
Chalmers
Two-View ConvNeXtV2 + DINOv2/PanDerm Blend -
public_off No
0.521
31
Malignant Intent
MalIntent-XL -
public Yes
0.520
32
Hongyuan Xie
Manchester Metropolitan University
Avg_Scale_Size_CNN -
public_off No
0.519
33
perseverance
Khulna University of Engineering and Technology
Two-View ConvNeXt-B with SADE Multi-Expert Aggregation and Rate-Transferred Decision Layer -
public_off No
0.517
34
ENS-Group#2
Sabanci University
Convnext large -
public Yes
0.516
35
Team SSH07
University of Technology Sydney
DualView Rare-Aware Fusion -
public_off No
0.515
36
TempEA
Independent
v1b -
public Yes
0.513
37
Tran Thanh An 2
Panderm Loss + 5 fold -
public_off No
0.512
38
Rabbit
FPT
swinDr5_nobce -
public_off No
0.512
39
RCB
Ensemble -
public_off No
0.511
40
Ruben&German
Universitat Politecnica de Valencia
EfficientNetV2 FocalLoss+WeightedRandomSampler -
public_off No
0.511
41
VisionX SkinAnalytics
SwinV2 -
public_off No
0.508
42
Unstoppables
ConvNeXt-Base Rare-OS + EfficientNet-B0 Weighted Ensemble -
public Yes
0.508
43
NPCs
resnet50_tf_efficientnetv2_b2_lowrank_fixedlogit -
public_off No
0.507
44
SkinVP
Sabanci university
Efficient_net_train_bothRare -
public Yes
0.506
45
dikorax
CNN 5-fold -
public_off No
0.506
46
PikaPika
KAIST
EfficientnetV2 + Metadata MLP Fusion description
public_off No
0.505
47
PawsMakeClickClick
Kharkiv National University of Radio Electronics
Derm_v2 -
public_off No
0.504
48
ZCU-FAV-KKY
University of West Bohemia
Swin V2 - v0.3 -
public Yes
0.501
49
able_23
PEC Chandigarh
convnext_base + asl -
public_off No
0.499
50
tf effnetv2b2
tf effnetv2b2 -
public Yes
0.499
51
JTeam
dual_vision -
public_off No
0.495
52
NoExternalData
NoExternalData used -
public_off No
0.495
53
convxnext
conxnext + fuse -
public Yes
0.495
54
Valor
BRAC University b
ConvNeXt +SwinV2 -
public_off No
0.495
55
Team 1
VariousLoss
VariousLoss_EffNetV2 -
public_off No
0.494
56
DuyHoang
convnext_base_tf_efficientnetv2_b2_lowrank_fixedlogit -
public_off No
0.494
57
Bahcesehir EAE
BahcesehirUniversity
EfficientnetV2 + Metadata + LogisticReg -
public_off No
0.493
58
Bajnok
Milk10k swin and effnet -
public_off No
0.490
59
d
SS -
public_off No
0.490
60
Arionkoder
Arionkoder
FusionSwAV-ConvNeXt-Ensemble -
public_off No
0.490
61
duyhoang 2
efficientnet_b2_convnext_base_lowrank_fixedlogit -
public_off No
0.490
62
Ariana Gu
Multimodal Swin V2 Base ResNet50 Weighted Ensemble -
public Yes
0.489
63
Unknown
Hidden
Train 2 -
public_off No
0.489
64
Group 3 Harry
SwinV2 + SmoothFocalLoss -
public_off No
0.489
65
duyhoang 3
efficientnet_b2_tf_efficientnetv2_b2_lowrank_fixedlogit -
public_off No
0.489
66
Londoni ut
Londoni ut -
public_off No
0.488
67
FPT
FPT
efficient_net_b2 -
public Yes
0.487
68
Pedro Bento
SwinV2 (tiny) - 2 epoch mid training -
public Yes
0.486
69
DL_2025.1_HUST
PanDerm Tri-Modal Fusion -
public_off No
0.486
70
MDCL-SCRL-2
MDCL-SCRL-FOLD3 -
public_off No
0.485
71
Milk10k
Swin v1 -
public_off No
0.484
72
jmirtas
jmirtas -
public_off No
0.483
73
David Nduonofit
Bowen University
CNN + TF -
public_off No
0.483
74
TSH
Paired ConvNeXt-TTA + Gated SwinV2 Ensemble -
public Yes
0.482
75
yrk96temizlemeyeokultestgexe neg_05 onlytrain
neg 05? only train -
public_off No
0.482
76
hina
Two-view ConvNeXt ensemble (Small@256 + Tiny@384) -
public_off No
0.482
77
Multimodale
Multimodal -
public_off No
0.480
78
Le
Duy
Effnetv2 -
public Yes
0.480
79
yrk96temizlemeyeokultestgexe neg_05
temizlemeyeokultestgexe neg 05 -
public_off No
0.479
80
Solo ViT
FPT University
VIT -
public_off No
0.479
81
AG
ensemble swinV2 and convext -
public_off No
0.477
82
testgexe 3 binary
testgexe 3 binary -
public_off No
0.477
83
LIFE
Universidade Federal do Espírito Santo
Concatenation baseline custom loss -
public Yes
0.476
84
SOLO
FPT University
ViTT -
public_off No
0.476
85
Yhltmxh
TEMP
convnext 0 -
public_off No
0.476
86
VPA Sabanci
Sabanci University
DinoV2 -
public_off No
0.475
87
temizlemeyeokul
30ar_patient_6_seed_42 -
public_off No
0.474
88
binary3
neg_05 -
public_off No
0.474
89
Trint
trintv12 -
public_off No
0.474
90
milkyway
Yonsei iie4123
sampler+customlossv4+v1 ensemble -
public_off No
0.473
91
new few
deneme chat -
public_off No
0.472
92
binary 2
temiz30 -
public_off No
0.472
93
MDCL-SCRL-all
ALL -
public_off No
0.471
94
Arbit
d_medoid -
public_off No
0.471
95
Nikshay Kataria
convnext_512 -
public_off No
0.470
96
Rekura
Concept bottleneck model for skin lesion classification description
public_off No
0.469
97
testgexe 3 binary early
testgexe 3 binary early -
public_off No
0.469
98
RyHar Five
ResNet50 -
public_off No
0.468
99
08colabonlytraintemiz_lem
finalwithvaltrain -
public_off No
0.467
100
npc_2
Da nang
Effb2_metadata_loss -
public Yes
0.467
101
ikaros
Neural network with a dual Swin-T backbone -
public Yes
0.467
102
temizlemeyeokultestgexe
neg_07 -
public_off No
0.466
103
binary4
beg -
public_off No
0.466
104
GCY帅哥
EffNetB3-Dual-Meta-Focal -
public_off No
0.466
105
testgexe 2 binary 08gmail
3 binary -
public_off No
0.465
106
96colabonlytrain
96colabonlytrain ensemble -
public_off No
0.465
107
binary
binary yeniden -
public_off No
0.465
108
SkinGuard
ResNet50 -
public_off No
0.464
109
Pasta
hybrid -
public_off No
0.464
110
valid
AHU
ConvNeXt -
public_off No
0.464
111
DuyHoang4
resnet50_convnext_base_lowrank_fixedlogit -
public_off No
0.463
112
alpha_2
mahatma gandhi institute of technology
EfficientNet-B4 dual-image -
public_off No
0.462
113
AK
HUST
CNN -
public_off No
0.462
114
08colabonlytrain
08colabonlytrain -
public_off No
0.460
115
It Hurts When IP
Woxsen University
Densenet -
public_off No
0.459
116
depression team
tf_efficientnetv2_b2_mobilenetv3_large_lowrank_fixedlogit -
public_off No
0.458
117
Group 5 (2)
Single EfficientNet-B2 Baseline with Class-Balanced Focal Loss -
public_off No
0.457
118
Unknown2
Unknown
One fold -
public_off No
0.457
119
ZY
AHU
Dual_SwinTransformer -
public_off No
0.456
120
ds
ds -
public_off No
0.455
121
wang
Multimodal Fusion Baseline v1 -
public Yes
0.452
122
gr5
DualTransformer -
public_off No
0.451
123
testgexe 2 old
2 binary -
public_off No
0.448
124
cheesenet
Efficientnetv2 + custom loss + dynamics -
public_off No
0.447
125
96colabbase
96colabbase -
public_off No
0.446
126
Dhruval Padia
Ensemble -
public_off No
0.444
127
John's Lab
Independent
Vision transformer - custom head - 6 -
public_off No
0.444
128
testgexe
weighted base -
public_off No
0.443
129
NIH NLM AI4M
National Institutes of Health, National Library of Medicine
Multimodal-Image-Text -
public_off No
0.442
130
wang2
fusionnet -
public Yes
0.441
131
MDCL-SCRL-3
total -
public_off No
0.439
132
CBML_UNIPI
University of Pireaus
EfficientNetV2S_DualFusion_Attention -
public_off No
0.439
133
Erdem Bozyel
Ensemble v1 -
public Yes
0.437
134
Sam
Dual modality ConvNeXt and SwinV2 Ensemble -
public_off No
0.437
135
Concat-four
Concat-fold5 -
public_off No
0.436
136
Agov
University Of Genova
Ensemble of 5 EfficientNetB0 -
public_off No
0.435
137
SZTE
effnet_multi -
public_off No
0.434
138
cosine
cosine few -
public_off No
0.432
139
Elixir
University of Texas Austin
ConvNext EffNet Ensemble -
public_off No
0.425
140
KW_HAU
Kwangwoon University
Test -
public_off No
0.425
141
Elixir_BCE
University of Texas Austin
ConNext Tiny and EffNet B2 -
public_off No
0.425
142
Concat
Concat-All -
public_off No
0.424
143
Tran Thanh An
Panderm (TranThanhAn2) -
public_off No
0.424
144
DermaNet + External Data
DermaNet
DermaNet - External Data -
public Yes
0.424
145
Teddy's Team
teddy
EfficientNetV2S two-view + MONET -
public Yes
0.422
146
Harry
EfficientNetV2S -
public_off No
0.421
147
DBAA
Hanoi University of Science and Technology
AMMFA-skip -
public_off No
0.419
148
AIEM
Johns Hopkins University
CNN -
public_off No
0.419
149
MDCL-SCRL-4
MDCL-SCRL-FOLD2 -
public_off No
0.414
150
Soland
UET
EfficientNetV2 -
public_off No
0.413
151
Concat-three
1 -
public_off No
0.412
152
MDCL-SCRL-Without-MONET
1 -
public_off No
0.412
153
SophiaMSCore_Systems
ConvNeXt +SwinV2 -
public_off No
0.405
154
Piyush Kumar
University of Texas Austin
ConvNext and EffNet Ensemble -
public_off No
0.404
155
GATV
UPM
Hiera Encoder -
public_off No
0.401
156
viyer
Unknown
EnsembleRaro -
public_off No
0.394
157
XRAI-Keele
Keele University
Swin-v2 with concept-guided cross-attention -
public_off No
0.389
158
AGC
UPO
Swim Transformer + Custom Loss -
public_off No
0.385
159
slemanfaiz
ResNet optimized -
public_off No
0.384
160
Raphael S
University of Leipzig
3 * DeiT + Bayesian net fusion (best f1, balanced sampler) -
public Yes
0.382
161
ainum
CLIP pretrained encoders with cross attention -
public_off No
0.366
162
ww
ww
mmdf -
public Yes
0.354
163
FoundationModels
ResNet+LogReg -
public_off No
0.354
164
Judy
BUAA
resnet50 -
public_off No
0.353
165
LPNU KNSSH-21
Lviv Polytechnic National University
FAST-VIT -
public_off No
0.324
166
ED-UMA
University of Malaga
Hybrid EfficientNetB0 -
public_off No
0.317
167
Harry Group 5
V2 ENet -
public_off No
0.313
168
Naschpitz's Team
No Name
Deep CNN, global average pooling, softmax classification, dropout regularization, data augmentation -
public_off No
0.306
169
teddy8023mars
Independent Researcher
Two-view EfficientNetB0 (shared encoder) -
public Yes
0.304
170
TestTeam
TestModel -
public_off No
0.296
171
JMI SkinVision (Farhan khan)
Jamia Millia Islamia
Dual-EfficientNetV2 with Multi Modal Fusion -
public_off No
0.260
172
UFES Bruno, Christian, Klarine
Universidade Federal do Espírito Santo
MobileNetV2 Fine-Tuning -
public Yes
0.250
173
skintell
SkinTell -
public_off No
0.236
174
EEFTZ
Bahcesehir University
DualStreamNet — Dual-Stream CNN with Fractal-Dimension Fusion -
public Yes
0.225
175
catalinapesquet
MobileNet_clinical -
public_off No
0.200
176
SzaboAndrasBajnok
University of Szeged
Multimodal -
public_off No
0.158
177
fibers
Universitat Politècnica de Barcelona
First test -
public_off No
0.136
178
oris
efficientnet+extra feature -
public Yes
0.079
179
Resnet+efficientb0
BUAA
Resnet+efficientb0 description
public Yes
0.049