Master IASD · DataLab 2026

MNIST generation

A2 · FID, precision, recall and generated images

Updated 10 November 2026 · 07:58 CETDaily run around 05:00 · Paris time

Podium

Ranked by FID · lower is better. Student groups and professor references compete together.

1
lekoduckhoiraphael-uxyazi-mellissa

DLR

5.72 FID

2
beyremmerdassi

Data-2

7.04 FID

3
Professor reference

BestOf 2025 · 2

7.31 FID

Daily progress

FID over time · lower is better.

Drag to zoom horizontally or vertically; scroll to zoom. Use the toolbar to pan or reset. Dots show evaluations, not GitHub activity. Failed runs leave gaps.

Results

FID ↓ · precision ↑ · recall ↑. P and R are fractions between 0 and 1. The generator architecture must stay fixed.

Hover or focus the ! icon to read an error; click to copy it. Open the image link to inspect the generated digits.

RankStatusSamplesSource
1
lekoduckhoiraphael-uxyazi-mellissa
DLR2026 group
5.720.8930.71381.64CPUSuccess 10 imagesRepositoryf6344bdb
2
beyremmerdassi
Data-22026 group
7.040.8750.69266.36CPUSuccess 10 imagesRepositorye8ba3b3b
3
Professor reference
BestOf 2025 · 2Reference
7.310.8630.71088.47A40Success 10 imagesFrozen referencec64582d3
4
Professor reference
BestOf IASDAPP2026 · 1Reference
7.440.8660.61290.38A40Success 10 imagesFrozen reference4c551f37
5
Professor reference
BestOf 2025 · 1Reference
8.180.8070.70574.05A40Success 10 imagesFrozen reference39f46132
6
Pola03MaryamShiranrcuadro-IASD
Latent Dwellers2026 group
8.240.8540.670101.72CPUSuccess 10 imagesRepository7ccc5e9b
7
greglcrNathanDuboissethibacheikh
A22026 group
9.090.8320.71274.89CPUSuccess 10 imagesRepository743a0488
8
Professor reference
BestOf IASDAPP2026 · 2Reference
9.530.8810.52784.84A40Success 10 imagesFrozen reference7356859e
9
JeanGrngValentinJourdanvincentami1
RTFM2026 group
9.560.8350.67574.62CPUSuccess 10 imagesRepository5a0011fb
10
AymericPaponMartinJessenneleopmr
MNISLOP2026 group
10.470.8950.58986.68CPUSuccess 10 imagesRepository74311473
11
Stalko123ZieBerthewandrillebv
GANgnam style2026 group
12.180.8290.60678.64CPUSuccess 10 imagesRepository1830b000
12
Professor reference
BestOf Bachelor2024Reference
12.710.8710.657135.42A40Success 10 imagesFrozen reference993c998a
13
aaidoudi91maitsel-gifleogruchociak
Group 242026 group
13.060.5340.24470.48CPUSuccess 10 imagesRepository640f4b23
14
yassinemethniTbeck27-labClementGPP
blue2026 group
13.490.7230.68376.67CPUSuccess 10 imagesRepository03fab7a8
15
g4briel-cmdrogejuGitM27
NYBandits2026 group
13.840.5660.32878.80CPUSuccess 10 imagesRepository936f4c91
16
Dams0601F1rasssToitoine1
HQHD2026 group
14.880.8850.57982.37CPUSuccess 10 imagesRepository11bbbeb7
17
MangKaGOmanelwnourceneB
CLM2026 group
16.510.7590.66278.38CPUSuccess 10 imagesRepository150a4f9c
18
dinoroberdemircctr002Alexis91800
Réveille-toi Canna2026 group
16.820.7270.66385.45CPUSuccess 10 imagesRepositoryb8d7c77c
19
Professor reference
BestOf DL3IASO2026 · 1Reference
17.100.6730.48386.44A40Success 10 imagesFrozen referenceb546a7bb
20
Professor reference
BestOf 2024 · 2Reference
17.530.7940.55684.59A40Success 10 imagesFrozen reference8206b67b
21
Professor reference
BestOf 2023 · 1Reference
18.280.5670.23286.60A40Success 10 imagesFrozen reference944272bd
22
LiLinduoNikosKontCenzito
GANsters2026 group
18.380.7670.395179.75CPUSuccess 10 imagesRepository51be6ab3
23
Tpiettonaladin20cPuuuu-cr
Group 372026 group
18.460.7230.55375.26CPUSuccess 10 imagesRepository2befc005
24
Professor reference
BestOf 2024 · 1Reference
18.480.7150.56581.92A40Success 10 imagesFrozen referencec835ac05
25
FrodogornHakimTaoufikclemencejin888
Group 172026 group
19.200.5970.25681.49CPUSuccess 10 imagesRepositoryf1965525
26
Professor reference
BestOf DL3IASO2026 · 2Reference
19.320.5750.13477.81A40Success 10 imagesFrozen reference0838ee7a
27
Benjamin-WilhelmleroysomerGaspardMalhomme
CreativeConcepts2026 group
20.650.7640.50586.65CPUSuccess 10 imagesRepository59b7c103
28
quentinRevillonNicolo456noe-mosca
TP2026 group
21.160.7120.60480.77CPUSuccess 10 imagesRepository2d9528d5
29
romain-oQuentinz12omarbargach
QOR2026 group
22.550.8310.63980.68CPUSuccess 10 imagesRepository274081a3
30
Haidar-yousifYanisMrmru5318996810-glitch
3StochasticParrots2026 group
22.570.5400.19382.34CPUSuccess 10 imagesRepository4450505d
31
S-Cordeirosyldehaeya-brad
SES_team2026 group
23.980.5650.32175.72CPUSuccess 10 imagesRepository02ca0743
32
f-chen88GuindoAissataIka807
Que la GAN2026 group
26.930.5560.20875.14CPUSuccess 10 imagesRepositoryf41c8c2a
33
KaterinaGalkinaArmandVincenthonganh7263-debug
AKA2026 group
28.050.5070.242327.51CPUSuccess 10 imagesRepositoryc6fc4123
34
fumseckkalexandrenoel20naomibronstein
jaipasdidéesdenomdegroupe2026 group
28.620.5060.22375.93CPUSuccess 10 imagesRepository2da604be
35
MahdiNoori2003Farouk-00cchalon-projects
Group 332026 group
29.030.6420.53371.76CPUSuccess 10 imagesRepository56903a5f
36
Zomack270leonhogJimRam14
DauDauBis2026 group
29.850.4870.16576.52CPUSuccess 10 imagesRepository288fb276
37
Baude04erwanmadMateoDeschildre
CirylGan2026 group
33.120.5020.22979.46CPUSuccess 10 imagesRepository3ac001f2
38
Professor reference
BestOf 2023 · 2Reference
36.620.5240.28482.77A40Success 10 imagesFrozen reference836a496b
39
arthur-oudeyerFalgunyEmarim-boughanm
Klick2026 group
38.800.7090.492371.95CPUSuccess 10 imagesRepository912f2831
40
AlGoRythm3000joao-alcindosalva24IASD
Tung Tung Tung Tung Tung GANur2026 group
39.700.6020.44996.89CPUSuccess 10 imagesRepository31d4c821
41
roeyzaw1arielgg46jvshangold
The Ambassadors2026 group
39.750.5010.27184.21CPUSuccess 10 imagesRepository32dcb161
42
MobinaMhrPaul-Huber7sha098213
Skill issue2026 group
41.900.7590.43485.04CPUSuccess 10 imagesRepositoryb2db679b
43
Imane2410Ahmed-ux1502mohamed-meghrous
LaMasIA2026 group
41.930.5190.37775.29CPUSuccess 10 imagesRepository0f1526d0
44
Mahdi-MarvAugustinBouquillardlorisamorese
Consistent GANaches2026 group
42.610.6040.44581.16CPUSuccess 10 imagesRepository471a1f55
45
lucas3600Frangipanusvictor-jourdan
Bach enjoyers2026 group
44.610.7410.62073.40CPUSuccess 10 imagesRepositorybecf4416
46
Professor reference
VanillaGANReference
49.530.4730.16689.76A40Success 10 imagesFrozen reference4b4d8ba1
47
ComeRochasAlexandDecArthurCommunal2
Lamine Yamal2026 group
56.550.5200.14087.97CPUSuccess 10 imagesRepositoryef3aa53e
48
ExatioyuyDaihadriennouvel
Data Lab - 22026 group
383.450.0000.00076.45CPUSuccess 10 imagesRepository2b281e11
49
eoghanCheveteachShaicodeaminesaadi2312
Sbo3a2026 group
384.120.0000.00077.03CPUSuccess 10 imagesRepository816d8b16
50
rdc-enschaylaalois
AR2026 group
384.810.0000.00073.88CPUSuccess 10 imagesRepositoryafc8a6b6
—
chaylaalois
Group 392026 group
————Pending —Repository pending
—
tlabrandeGautierGabrielThaninaSIOUANI
Madeleines2026 group
————Error dependencies: RuntimeError: Process exited with code 1. Looking in indexes: https://pypi.org/simple, https://download.pytorch.org/whl/cpu Collecting numpy (from -r /work/requirements.txt (line 1)) Downloading numpy-2.5.4-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.metadata (6.6 kB) Collecting scikit-learn (from -r /work/requirements.txt (line 2)) Downloading scikit_learn-1.9.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.metadata (9.3 kB) Collecting scipy (from -r /work/requirements.txt (line 3)) Downloading scipy-1.18.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.metadata (62 kB) Collecting tqdm (from -r /work/requirements.txt (line 4)) Downloading tqdm-4.70.1-py3-none-any.whl.metadata (57 kB) Collecting torch (from -r /work/requirements.txt (line 5)) Downloading https://download-r2.pytorch.org/whl/cpu/torch-2.15.0%2Bcpu-cp313-cp313-manylinux_2_28_x86_64.whl.metadata (35 kB) Collecting torchvision (from -r /work/requirements.txt (line 6)) Downloading https://download-r2.pytorch.org/whl/cpu/torchvision-0.29.2%2Bcpu-py3-none-manylinux_2_28_x86_64.whl.metadata (5.7 kB) Collecting pillow (from -r /work/requirements.txt (line 7)) Downloading pillow-13.0.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.metadata (9.1 kB) Collecting wandb (from -r /work/requirements.txt (line 8)) Downloading wandb-0.31.0-py3-none-manylinux_2_28_x86_64.whl.metadata (12 kB) Collecting optuna (from -r /work/requirements.txt (line 9)) Downloading optuna-5.0.0-py3-none-any.whl.metadata (14 kB) ERROR: Ignored the following versions that require a different python version: 1.10.0 Requires-Python <3.12,>=3.8; 1.10.0rc1 Requires-Python <3.12,>=3.8; 1.10.0rc2 Requires-Python <3.12,>=3.8; 1.10.1 Requires-Python <3.12,>=3.8; 1.11.0 Requires-Python <3.13,>=3.9; 1.11.0rc1 Requires-Python <3.13,>=3.9; 1.11.0rc2 Requires-Python <3.13,>=3.9; 1.11.1 Requires-Python <3.13,>=3.9; 1.11.2 Requires-Python <3.13,>=3.9; 1.11.3 Requires-Python <3.13,>=3.9; 1.21.2 Requires-Python >=3.7,<3.11; 1.21.3 Requires-Python >=3.7,<3.11; 1.21.4 Requires-Python >=3.7,<3.11; 1.21.5 Requires-Python >=3.7,<3.11; 1.21.6 Requires-Python >=3.7,<3.11; 1.26.0 Requires-Python <3.13,>=3.9; 1.26.1 Requires-Python <3.13,>=3.9; 1.6.2 Requires-Python >=3.7,<3.10; 1.6.3 Requires-Python >=3.7,<3.10; 1.7.0 Requires-Python >=3.7,<3.10; 1.7.1 Requires-Python >=3.7,<3.10; 1.7.2 Requires-Python >=3.7,<3.11; 1.7.3 Requires-Python >=3.7,<3.11; 1.8.0 Requires-Python >=3.8,<3.11; 1.8.0rc1 Requires-Python >=3.8,<3.11; 1.8.0rc2 Requires-Python >=3.8,<3.11; 1.8.0rc3 Requires-Python >=3.8,<3.11; 1.8.0rc4 Requires-Python >=3.8,<3.11; 1.8.1 Requires-Python >=3.8,<3.11; 1.9.0 Requires-Python >=3.8,<3.12; 1.9.0rc1 Requires-Python >=3.8,<3.12; 1.9.0rc2 Requires-Python >=3.8,<3.12; 1.9.0rc3 Requires-Python >=3.8,<3.12; 1.9.1 Requires-Python >=3.8,<3.12 ERROR: Could not find a version that satisfies the requirement copy (from versions: none) ERROR: No matching distribution found for copy —Repositorya9abb988
—
Loui0-0EyfelixakselDang
ganberge2026 group
———70.65CPUError images: ValueError: Expected exactly 10000 PNG images in samples/, found 10001 entries—Repository4bc8d713

Generated images

10,000 PNG images, 28 × 28 pixels, are required. Historical FID uses Inception features on all images; historical P/R uses VGG features with k=5 and 9,984 images (complete batches of 256). Scores are recomputed; the leaderboard is not a project grade.

Run 20261110T040001Z · Generation limit: 1200 s. Student generation: 4 CPU threads / 12 GiB; historical references may use one A40. Metrics use the evaluator GPU. Time excludes dependency installation and metric computation.