Master IASD · DataLab 2026

MNIST generation

A2 · FID, precision, recall and generated images

Updated 31 October 2026 · 07:55 CETDaily run around 05:00 · Paris time

Podium

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

1
Professor reference

BestOf IASDAPP2026 · 1

7.22 FID

2
Professor reference

BestOf 2025 · 2

7.43 FID

3
Professor reference

BestOf 2025 · 1

7.72 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
Professor reference
BestOf IASDAPP2026 · 1Reference
7.220.8600.61285.74A40Success 10 imagesFrozen reference4c551f37
2
Professor reference
BestOf 2025 · 2Reference
7.430.8700.70286.68A40Success 10 imagesFrozen referencec64582d3
3
Professor reference
BestOf 2025 · 1Reference
7.720.8090.71078.59A40Success 10 imagesFrozen reference39f46132
4
Professor reference
BestOf IASDAPP2026 · 2Reference
9.640.8860.50883.26A40Success 10 imagesFrozen reference7356859e
5
Professor reference
BestOf Bachelor2024Reference
12.850.8740.666168.67A40Success 10 imagesFrozen reference993c998a
6
Professor reference
BestOf DL3IASO2026 · 1Reference
17.220.6710.504108.98A40Success 10 imagesFrozen referenceb546a7bb
7
Professor reference
BestOf 2024 · 2Reference
17.610.8000.54778.21A40Success 10 imagesFrozen reference8206b67b
8
Professor reference
BestOf 2023 · 1Reference
17.760.5620.23976.86A40Success 10 imagesFrozen reference944272bd
9
Professor reference
BestOf 2024 · 1Reference
18.550.7140.56298.84A40Success 10 imagesFrozen referencec835ac05
10
Professor reference
BestOf DL3IASO2026 · 2Reference
19.340.5720.138106.01A40Success 10 imagesFrozen reference0838ee7a
11
fumseckkalexandrenoel20naomibronstein
jaipasdidéesdenomdegroupe2026 group
28.080.5090.216101.32CPUSuccess 10 imagesRepository9739e087
12
KaterinaGalkinaArmandVincenthonganh7263-debug
AKA2026 group
31.940.4720.27095.41CPUSuccess 10 imagesRepository2b1b2f32
13
Professor reference
BestOf 2023 · 2Reference
36.030.5190.28895.23A40Success 10 imagesFrozen reference836a496b
14
Dams0601F1rasssToitoine1
HQHD2026 group
39.110.7150.514110.60CPUSuccess 10 imagesRepositorybc473203
15
quentinRevillonNicolo456noe-mosca
TP2026 group
43.260.7090.48296.07CPUSuccess 10 imagesRepository906cef82
16
Professor reference
VanillaGANReference
49.520.4670.13085.08A40Success 10 imagesFrozen reference4b4d8ba1
17
AymericPaponMartinJessenneleopmr
MNISLOP2026 group
383.160.0000.000101.59CPUSuccess 10 imagesRepository1fa813d8
18
eoghanCheveteachShaicodeaminesaadi2312
Sbo3a2026 group
383.320.0000.00083.18CPUSuccess 10 imagesRepositoryac0acbeb
19
Stalko123ZieBerthewandrillebv
GANgnam style2026 group
383.430.0000.000111.75CPUSuccess 10 imagesRepositoryde406cb8
20
f-chen88GuindoAissataIka807
Que la GAN2026 group
383.620.0000.000126.10CPUSuccess 10 imagesRepositoryf0426862
21
MangKaGO
Group 332026 group
383.700.0000.000138.50CPUSuccess 10 imagesRepository20a10c73
22
ComeRochasAlexandDecArthurCommunal2
Lamine Yamal2026 group
383.700.0000.000107.09CPUSuccess 10 imagesRepository93e2b0d2
23
HakimTaoufik
Group 172026 group
383.890.0000.000110.86CPUSuccess 10 imagesRepositoryf83df342
24
dinoroberdemircctr002Alexis91800
Réveille-toi Canna2026 group
383.900.0000.00082.81CPUSuccess 10 imagesRepository9ec18cc6
25
yassinemethni
blue2026 group
383.940.0000.00073.80CPUSuccess 10 imagesRepositoryb3c8683a
26
roeyzaw1arielgg46jvshangold
The Ambassadors2026 group
383.940.0000.00095.62CPUSuccess 10 imagesRepository1a96c9a3
27
omarbargach
QOR2026 group
383.950.0000.000108.74CPUSuccess 10 imagesRepository7365a8bd
28
arthur-oudeyerFalgunyEmarim-boughanm
Klick2026 group
383.970.0000.000128.79CPUSuccess 10 imagesRepository5c6ffe1c
29
Imane2410Ahmed-ux1502mohamed-meghrous
LaMasIA2026 group
383.990.0000.00097.69CPUSuccess 10 imagesRepository96b56091
30
Tpiettonaladin20cPuuuu-cr
Group 372026 group
384.020.0000.000133.53CPUSuccess 10 imagesRepository12cd6469
31
Haidar-yousifYanisMrmrlorisamorese
3StochasticParrots2026 group
384.190.0000.00079.24CPUSuccess 10 imagesRepository823dc06f
32
lucas3600Frangipanusvictor-jourdan
Bach enjoyers2026 group
384.190.0000.00094.91CPUSuccess 10 imagesRepositoryd862f5c0
33
MobinaMhrPaul-Huber7sha098213
Skill issue2026 group
384.260.0000.00089.95CPUSuccess 10 imagesRepositoryea39eed9
34
Mahdi-MarvAugustinBouquillard
Consistent GANaches2026 group
384.300.0000.00090.49CPUSuccess 10 imagesRepository7888e97f
35
Zomack270leonhogJimRam14
DauDauBis2026 group
384.310.0000.00097.18CPUSuccess 10 imagesRepository9593651f
36
Baude04erwanmadMateoDeschildre
CirylGan2026 group
384.340.0000.00073.50CPUSuccess 10 imagesRepository8febb89b
37
S-Cordeirosyldehaeya-brad
SES_team2026 group
384.350.0000.00090.20CPUSuccess 10 imagesRepositorya264f148
38
Benjamin-WilhelmleroysomerGaspardMalhomme
CreativeConcepts2026 group
384.450.0000.00097.73CPUSuccess 10 imagesRepository1b1595ed
39
Pola03MaryamShiranrcuadro-IASD
Latent Dwellers2026 group
384.470.0000.000105.83CPUSuccess 10 imagesRepository70822856
40
manelw
CLM2026 group
384.540.0000.00089.34CPUSuccess 10 imagesRepositoryae70ceb7
41
lekoduckhoiraphael-uxyazi-mellissa
DLR2026 group
384.610.0000.000105.22CPUSuccess 10 imagesRepositoryaf21f6db
42
greglcrhibacheikh
A22026 group
384.670.0000.00079.20CPUSuccess 10 imagesRepository9bbb5fbb
43
JeanGrngValentinJourdanvincentami1
RTFM2026 group
384.700.0000.000129.82CPUSuccess 10 imagesRepositoryd896a99f
44
AlGoRythm3000joao-alcindosalva24IASD
Tung Tung Tung Tung Tung GANur2026 group
384.720.0000.00077.61CPUSuccess 10 imagesRepository41cd6a4f
45
aaidoudi91maitsel-gifleogruchociak
Group 242026 group
384.740.0000.000104.96CPUSuccess 10 imagesRepository6e024c8f
46
tlabrandeGautierGabrielThaninaSIOUANI
Madeleines2026 group
384.930.0000.000102.50CPUSuccess 10 imagesRepositorybd14b736
47
g4briel-cmdrogejuGitM27
NYBandits2026 group
385.230.0000.000108.39CPUSuccess 10 imagesRepositoryeb1ce2f7
48
LiLinduoNikosKontCenzito
GANsters2026 group
385.490.0000.000130.80CPUSuccess 10 imagesRepository6e5a454f
—
Loui0-0EyfelixakselDang
ganberge2026 group
————Error prepare: ValueError: Missing generate.py at repository root—Repository28ba16af

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 20261031T040001Z · 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.