MILK10k 2025 Leaderboards

Rank 183 total Team 183 unique teams Approach Manuscript Used External Data 39 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
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
Pacemaker
private
PanDerm01 -
public_off No
0.546
17
YHL
Shanghai Ocean University
ConvNeXt_Base -
public_off No
0.545
18
German&Ruben
Universitat Politècnica de València
EfficientNetV2 5-fold LateFusion Metadata -
public_off No
0.541
19
Huvy
FT_tta_shift_hybrid -
public_off No
0.540
20
STRAWB_MILK
QMUL
ViT_ConvNext_Ensemble_v1.4 -
public Yes
0.538
21
AcuvizionAI Belgium
Independent Researcher (Kamran Soleimani)
AcuvizionAI Multi-Modal Fusion -
public_off No
0.538
22
Coldplay
tf_efficientnetv2_b2_convnext_base_lowrank_fixedlogit -
public_off No
0.534
23
Iyer et al. (Manuscript Coming Soon)
University of Minnesota
PATO -
public_off No
0.534
24
Loser
IIT Kharagpur
Calibrated Dual-Branch ConvNeXt–SwinV2 Ensemble with OOF Threshold Auditing -
public_off No
0.528
25
SHOU
SHOU
convnext frz0.5 -
public_off No
0.525
26
Team Rocket
SwinV2 SSL old 125 -
public Yes
0.525
27
PanDerm Team
AIM for Health Lab, Monash University
PanDerm V2 -
public_off No
0.524
28
Benjamin Bruch
Independent Researcher
Hybrid ViT-CNN Ensemble -
public Yes
0.522
29
Tomas Ekholm
Chalmers
Two-View ConvNeXtV2 + DINOv2/PanDerm Blend -
public_off No
0.521
30
Malignant Intent
MalIntent-XL -
public Yes
0.520
31
Hongyuan Xie
Manchester Metropolitan University
Avg_Scale_Size_CNN -
public_off No
0.519
32
ENS-Group#2
Sabanci University
Convnext large -
public Yes
0.516
33
Team SSH07
University of Technology Sydney
DualView Rare-Aware Fusion -
public_off No
0.515
34
TempEA
Independent
v1b -
public Yes
0.513
35
Tran Thanh An 2
Panderm Loss + 5 fold -
public_off No
0.512
36
RCB
Ensemble -
public_off No
0.511
37
Ruben&German
Universitat Politecnica de Valencia
EfficientNetV2 FocalLoss+WeightedRandomSampler -
public_off No
0.511
38
VisionX SkinAnalytics
SwinV2 -
public_off No
0.508
39
Unstoppables
ConvNeXt-Base Rare-OS + EfficientNet-B0 Weighted Ensemble -
public Yes
0.508
40
NPCs
resnet50_tf_efficientnetv2_b2_lowrank_fixedlogit -
public_off No
0.507
41
SkinVP
Sabanci university
Efficient_net_train_bothRare -
public Yes
0.506
42
dikorax
CNN 5-fold -
public_off No
0.506
43
PikaPika
KAIST
EfficientnetV2 + Metadata MLP Fusion description
public_off No
0.505
44
PawsMakeClickClick
Kharkiv National University of Radio Electronics
Derm_v2 -
public_off No
0.504
45
ZCU-FAV-KKY
University of West Bohemia
Swin V2 - v0.3 -
public Yes
0.501
46
perseverance
Khulna University of Engineering and Technology
Two-View ConvNeXt-B with LDAM-DRW and Per-Class Threshold Calibration -
public_off No
0.501
47
able_23
PEC Chandigarh
convnext_base + asl -
public_off No
0.499
48
Bajnok
Milk10k swin and effnet -
public_off No
0.499
49
tf effnetv2b2
tf effnetv2b2 -
public Yes
0.499
50
JTeam
dual_vision -
public_off No
0.495
51
NoExternalData
NoExternalData used -
public_off No
0.495
52
convxnext
conxnext + fuse -
public Yes
0.495
53
Valor
BRAC University b
ConvNeXt +SwinV2 -
public_off No
0.495
54
Team 1
VariousLoss
VariousLoss_EffNetV2 -
public_off No
0.494
55
DuyHoang
convnext_base_tf_efficientnetv2_b2_lowrank_fixedlogit -
public_off No
0.494
56
Bahcesehir EAE
BahcesehirUniversity
EfficientnetV2 + Metadata + LogisticReg -
public_off No
0.493
57
d
SS -
public_off No
0.490
58
Arionkoder
Arionkoder
FusionSwAV-ConvNeXt-Ensemble -
public_off No
0.490
59
duyhoang 2
efficientnet_b2_convnext_base_lowrank_fixedlogit -
public_off No
0.490
60
Ariana Gu
Multimodal Swin V2 Tiny -
public_off No
0.489
61
Unknown
Hidden
Train 2 -
public_off No
0.489
62
Group 3 Harry
SwinV2 + SmoothFocalLoss -
public_off No
0.489
63
duyhoang 3
efficientnet_b2_tf_efficientnetv2_b2_lowrank_fixedlogit -
public_off No
0.489
64
Londoni ut
Londoni ut -
public_off No
0.488
65
FPT
FPT
efficient_net_b2 -
public Yes
0.487
66
Berke
brk
No_Gate -
public_off No
0.487
67
Pedro Bento
SwinV2 (tiny) - 2 epoch mid training -
public Yes
0.486
68
DL_2025.1_HUST
PanDerm Tri-Modal Fusion -
public_off No
0.486
69
MDCL-SCRL-2
MDCL-SCRL-FOLD3 -
public_off No
0.485
70
Milk10k
Swin v1 -
public_off No
0.484
71
jmirtas
jmirtas -
public_off No
0.483
72
David Nduonofit
Bowen University
CNN + TF -
public_off No
0.483
73
TSH
Paired ConvNeXt-TTA + Gated SwinV2 Ensemble -
public Yes
0.482
74
yrk96temizlemeyeokultestgexe neg_05 onlytrain
neg 05? only train -
public_off No
0.482
75
hina
Two-view ConvNeXt ensemble (Small@256 + Tiny@384) -
public_off No
0.482
76
Multimodale
Multimodal -
public_off No
0.480
77
Le
Duy
Effnetv2 -
public Yes
0.480
78
yrk96temizlemeyeokultestgexe neg_05
temizlemeyeokultestgexe neg 05 -
public_off No
0.479
79
full_metadata_123
full_metadata_123 -
public_off No
0.477
80
berke_full_metadata_456
berke_full_metadata_456 -
public_off No
0.477
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
berke_123_image_only
berke_123_image_only -
public_off No
0.470
97
Rekura
Concept bottleneck model for skin lesion classification description
public_off No
0.469
98
testgexe 3 binary early
testgexe 3 binary early -
public_off No
0.469
99
ImageOnly
brk
ImageOnly_brk -
public_off No
0.468
100
RyHar Five
ResNet50 -
public_off No
0.468
101
08colabonlytraintemiz_lem
finalwithvaltrain -
public_off No
0.467
102
npc_2
Da nang
Effb2_metadata_loss -
public Yes
0.467
103
ikaros
Neural network with a dual Swin-T backbone -
public Yes
0.467
104
temizlemeyeokultestgexe
neg_07 -
public_off No
0.466
105
binary4
beg -
public_off No
0.466
106
GCY帅哥
EffNetB3-Dual-Meta-Focal -
public_off No
0.466
107
testgexe 2 binary 08gmail
3 binary -
public_off No
0.465
108
96colabonlytrain
96colabonlytrain ensemble -
public_off No
0.465
109
binary
binary yeniden -
public_off No
0.465
110
SkinGuard
ResNet50 -
public_off No
0.464
111
Pasta
hybrid -
public_off No
0.464
112
valid
AHU
ConvNeXt -
public_off No
0.464
113
DuyHoang4
resnet50_convnext_base_lowrank_fixedlogit -
public_off No
0.463
114
alpha_2
mahatma gandhi institute of technology
EfficientNet-B4 dual-image -
public_off No
0.462
115
AK
HUST
CNN -
public_off No
0.462
116
08colabonlytrain
08colabonlytrain -
public_off No
0.460
117
It Hurts When IP
Woxsen University
Densenet -
public_off No
0.459
118
depression team
tf_efficientnetv2_b2_mobilenetv3_large_lowrank_fixedlogit -
public_off No
0.458
119
berke_456_image_only
berke_456_image_only -
public_off No
0.458
120
Group 5 (2)
Single EfficientNet-B2 Baseline with Class-Balanced Focal Loss -
public_off No
0.457
121
Solo ViT
FPT University
fussion5 -
public_off No
0.457
122
Unknown2
Unknown
One fold -
public_off No
0.457
123
ZY
AHU
Dual_SwinTransformer -
public_off No
0.456
124
ds
ds -
public_off No
0.455
125
wang
Multimodal Fusion Baseline v1 -
public Yes
0.452
126
gr5
DualTransformer -
public_off No
0.451
127
testgexe 2 old
2 binary -
public_off No
0.448
128
cheesenet
Efficientnetv2 + custom loss + dynamics -
public_off No
0.447
129
96colabbase
96colabbase -
public_off No
0.446
130
Dhruval Padia
Ensemble -
public_off No
0.444
131
John's Lab
Independent
Vision transformer - custom head - 6 -
public_off No
0.444
132
testgexe
weighted base -
public_off No
0.443
133
NIH NLM AI4M
National Institutes of Health, National Library of Medicine
Multimodal-Image-Text -
public_off No
0.442
134
wang2
fusionnet -
public Yes
0.441
135
MDCL-SCRL-3
total -
public_off No
0.439
136
CBML_UNIPI
University of Pireaus
EfficientNetV2S_DualFusion_Attention -
public_off No
0.439
137
Erdem Bozyel
Ensemble v1 -
public Yes
0.437
138
Sam
Dual modality ConvNeXt and SwinV2 Ensemble -
public_off No
0.437
139
Concat-four
Concat-fold5 -
public_off No
0.436
140
Agov
University Of Genova
Ensemble of 5 EfficientNetB0 -
public_off No
0.435
141
SZTE
effnet_multi -
public_off No
0.434
142
cosine
cosine few -
public_off No
0.432
143
Elixir
University of Texas Austin
ConvNext EffNet Ensemble -
public_off No
0.425
144
KW_HAU
Kwangwoon University
Test -
public_off No
0.425
145
Elixir_BCE
University of Texas Austin
ConNext Tiny and EffNet B2 -
public_off No
0.425
146
Concat
Concat-All -
public_off No
0.424
147
Tran Thanh An
Panderm (TranThanhAn2) -
public_off No
0.424