Master IASD · DataLab 2026

MNIST generation

A2 · FID, precision, recall and generated images

Updated 11 November 2026 · 07:40 CETDaily run around 05:00 · Paris time

Podium

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

1
rdc-enschaylaaloisbeyremmerdassi

AR

5.58 FID

2
lekoduckhoiraphael-uxyazi-mellissa

DLR

5.72 FID

3
f-chen88GuindoAissataIka807

Que la GAN

5.82 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
rdc-enschaylaaloisbeyremmerdassi
AR2026 group
5.580.8770.74062.47CPUSuccess 10 imagesRepository6fbc27d6
2
lekoduckhoiraphael-uxyazi-mellissa
DLR2026 group
5.720.8930.71368.59CPUSuccess 10 imagesRepositoryf6344bdb
3
f-chen88GuindoAissataIka807
Que la GAN2026 group
5.820.8710.68485.78CPUSuccess 10 imagesRepositoryd2d6fbbe
4
Professor reference
BestOf 2025 · 2Reference
7.160.8650.70779.46A40Success 10 imagesFrozen referencec64582d3
5
Professor reference
BestOf IASDAPP2026 · 1Reference
7.370.8630.59986.32A40Success 10 imagesFrozen reference4c551f37
6
Professor reference
BestOf 2025 · 1Reference
8.010.8040.71369.91A40Success 10 imagesFrozen reference39f46132
7
Pola03MaryamShiranrcuadro-IASD
Latent Dwellers2026 group
8.240.8540.67090.90CPUSuccess 10 imagesRepository46f670f7
8
ComeRochasAlexandDecArthurCommunal2
Lamine Yamal2026 group
8.450.8210.603123.52CPUSuccess 10 imagesRepository8f16d90c
9
greglcrNathanDuboissethibacheikh
A22026 group
9.090.8320.71271.62CPUSuccess 10 imagesRepositoryeef44438
10
Tpiettonaladin20cPuuuu-cr
Group 372026 group
9.380.8890.61274.17CPUSuccess 10 imagesRepositoryc313f445
11
JeanGrngValentinJourdanvincentami1
RTFM2026 group
9.620.8430.68271.23CPUSuccess 10 imagesRepository5a0011fb
12
Professor reference
BestOf IASDAPP2026 · 2Reference
9.650.8870.51276.80A40Success 10 imagesFrozen reference7356859e
13
AymericPaponMartinJessenneleopmr
MNISLOP2026 group
10.470.8950.58972.50CPUSuccess 10 imagesRepository74311473
14
dinoroberdemircctr002Alexis91800
Réveille-toi Canna2026 group
11.980.7760.70170.21CPUSuccess 10 imagesRepositoryf7d8577c
15
Stalko123ZieBerthewandrillebv
GANgnam style2026 group
12.180.8290.60674.77CPUSuccess 10 imagesRepository1830b000
16
Professor reference
BestOf Bachelor2024Reference
12.760.8770.668126.51A40Success 10 imagesFrozen reference993c998a
17
aaidoudi91maitsel-gifleogruchociak
Group 242026 group
13.060.5340.24465.42CPUSuccess 10 imagesRepositorycd87e0eb
18
yassinemethniTbeck27-labClementGPP
blue2026 group
13.090.7240.68869.46CPUSuccess 10 imagesRepository03fab7a8
19
g4briel-cmdrogejuGitM27
NYBandits2026 group
14.140.5540.32870.29CPUSuccess 10 imagesRepository936f4c91
20
Dams0601F1rasssToitoine1
HQHD2026 group
14.880.8850.57974.51CPUSuccess 10 imagesRepository11bbbeb7
21
MangKaGOmanelwnourceneB
CLM2026 group
16.510.7590.66278.97CPUSuccess 10 imagesRepository150a4f9c
22
S-Cordeirosyldehaeya-brad
SES_team2026 group
16.910.5670.30374.97CPUSuccess 10 imagesRepository6ea14c71
23
Professor reference
BestOf DL3IASO2026 · 1Reference
16.930.6700.49989.84A40Success 10 imagesFrozen referenceb546a7bb
24
Haidar-yousifYanisMrmru5318996810-glitch
3StochasticParrots2026 group
16.940.7330.65572.82CPUSuccess 10 imagesRepository5873d54f
25
Professor reference
BestOf 2024 · 2Reference
17.560.7970.52477.93A40Success 10 imagesFrozen reference8206b67b
26
Professor reference
BestOf 2023 · 1Reference
17.900.5640.24080.07A40Success 10 imagesFrozen reference944272bd
27
Professor reference
BestOf 2024 · 1Reference
18.330.7210.56074.40A40Success 10 imagesFrozen referencec835ac05
28
LiLinduoNikosKontCenzito
GANsters2026 group
18.380.7670.39585.80CPUSuccess 10 imagesRepository0ca7c49a
29
quentinRevillonNicolo456noe-mosca
TP2026 group
18.830.7430.59876.97CPUSuccess 10 imagesRepository2b4e8af8
30
FrodogornHakimTaoufikclemencejin888
Group 172026 group
19.140.5940.25771.42CPUSuccess 10 imagesRepositoryf1965525
31
Professor reference
BestOf DL3IASO2026 · 2Reference
19.240.5690.14076.51A40Success 10 imagesFrozen reference0838ee7a
32
Benjamin-WilhelmleroysomerGaspardMalhomme
CreativeConcepts2026 group
20.650.7640.50590.78CPUSuccess 10 imagesRepository59b7c103
33
romain-oQuentinz12omarbargach
QOR2026 group
22.550.8310.63983.19CPUSuccess 10 imagesRepositorya0185725
34
Loui0-0EyfelixakselDang
ganberge2026 group
24.030.8650.41478.03CPUSuccess 10 imagesRepositoryaa2f0844
35
KaterinaGalkinaArmandVincenthonganh7263-debug
AKA2026 group
28.050.5070.242280.58CPUSuccess 10 imagesRepositorya2a98d79
36
fumseckkalexandrenoel20naomibronstein
jaipasdidéesdenomdegroupe2026 group
28.570.5050.20871.47CPUSuccess 10 imagesRepositorye38b4533
37
MahdiNoori2003Farouk-00cchalon-projects
Group 332026 group
28.990.6250.55568.94CPUSuccess 10 imagesRepository8d7c9b3f
38
Zomack270leonhogJimRam14
DauDauBis2026 group
30.910.4830.16073.06CPUSuccess 10 imagesRepository288fb276
39
Professor reference
BestOf 2023 · 2Reference
36.230.5210.28773.40A40Success 10 imagesFrozen reference836a496b
40
arthur-oudeyerFalgunyEmarim-boughanm
Klick2026 group
39.250.7080.477412.76CPUSuccess 10 imagesRepository912f2831
41
roeyzaw1arielgg46jvshangold
The Ambassadors2026 group
39.580.4990.26876.14CPUSuccess 10 imagesRepository593a9dc6
42
AlGoRythm3000joao-alcindosalva24IASD
Tung Tung Tung Tung Tung GANur2026 group
39.700.6020.44988.93CPUSuccess 10 imagesRepositoryeacfcfb1
43
MobinaMhrPaul-Huber7sha098213
Skill issue2026 group
41.900.7590.43480.38CPUSuccess 10 imagesRepository84810295
44
Imane2410Ahmed-ux1502mohamed-meghrous
LaMasIA2026 group
41.930.5190.37772.52CPUSuccess 10 imagesRepository0f1526d0
45
Mahdi-MarvAugustinBouquillardlorisamorese
Consistent GANaches2026 group
42.610.6040.44576.70CPUSuccess 10 imagesRepository471a1f55
46
lucas3600Frangipanusvictor-jourdan
Bach enjoyers2026 group
44.990.7370.62072.76CPUSuccess 10 imagesRepositorybecf4416
47
Professor reference
VanillaGANReference
49.680.4690.18078.58A40Success 10 imagesFrozen reference4b4d8ba1
48
ExatioyuyDaihadriennouvel
Data Lab - 22026 group
93.590.4950.07972.96CPUSuccess 10 imagesRepository7c587c55
49
eoghanCheveteachShaicodeaminesaadi2312
Sbo3a2026 group
384.770.0000.00075.45CPUSuccess 10 imagesRepository816d8b16
—
Baude04erwanmadMateoDeschildre
CirylGan2026 group
———9.34CPUError images: ValueError: Expected exactly 10000 PNG images in samples/, found 100 entries—Repository87574064
—
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) Collecting matplotlib (from -r /work/requirements.txt (line 10)) Downloading matplotlib-3.11.2-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl.metadata (80 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 —Repositoryd200be3d

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 20261111T040001Z · 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.