Master IASD · DataLab 2026

MNIST generation

A2 · FID, precision, recall and generated images

Updated 30 October 2026 · 07:38 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

7.26 FID

2
Professor reference

BestOf 2025 · 2

7.50 FID

3
Professor reference

BestOf 2025 · 1

7.97 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
7.260.8590.61086.74A40Success 10 imagesFrozen reference4c551f37
2
Professor reference
BestOf 2025 · 2Reference
7.500.8630.71184.55A40Success 10 imagesFrozen referencec64582d3
3
Professor reference
BestOf 2025 · 1Reference
7.970.8000.71267.97A40Success 10 imagesFrozen reference39f46132
4
Professor reference
BestOf IASDAPP2026 · 2Reference
9.580.8800.52780.35A40Success 10 imagesFrozen reference7356859e
5
Professor reference
BestOf Bachelor2024Reference
12.760.8720.659134.44A40Success 10 imagesFrozen reference993c998a
6
Professor reference
BestOf DL3IASO2026 · 1Reference
16.700.6630.50188.68A40Success 10 imagesFrozen referenceb546a7bb
7
Professor reference
BestOf 2024 · 2Reference
17.780.7960.55476.76A40Success 10 imagesFrozen reference8206b67b
8
Professor reference
BestOf 2024 · 1Reference
18.010.7160.55393.92A40Success 10 imagesFrozen referencec835ac05
9
Professor reference
BestOf 2023 · 1Reference
18.170.5650.25684.04A40Success 10 imagesFrozen reference944272bd
10
Professor reference
BestOf DL3IASO2026 · 2Reference
19.130.5710.15681.09A40Success 10 imagesFrozen reference0838ee7a
11
fumseckkalexandrenoel20naomibronstein
jaipasdidéesdenomdegroupe2026 group
27.760.5070.21375.30CPUSuccess 10 imagesRepository9739e087
12
KaterinaGalkinaArmandVincenthonganh7263-debug
AKA2026 group
31.940.4720.27098.51CPUSuccess 10 imagesRepository2b1b2f32
13
Professor reference
BestOf 2023 · 2Reference
36.200.5320.28897.47A40Success 10 imagesFrozen reference836a496b
14
Dams0601F1rasss
HQHD2026 group
39.110.7150.51470.59CPUSuccess 10 imagesRepositorybc473203
15
quentinRevillonNicolo456noe-mosca
TP2026 group
43.220.7130.48377.16CPUSuccess 10 imagesRepository906cef82
16
Professor reference
VanillaGANReference
50.010.4660.15780.76A40Success 10 imagesFrozen reference4b4d8ba1
17
TpiettonPuuuu-cr
Group 372026 group
382.340.0000.00074.72CPUSuccess 10 imagesRepository12cd6469
18
lucas3600Frangipanusvictor-jourdan
Bach enjoyers2026 group
382.990.0000.00076.15CPUSuccess 10 imagesRepositoryd862f5c0
19
Benjamin-WilhelmleroysomerGaspardMalhomme
CreativeConcepts2026 group
383.280.0000.00076.91CPUSuccess 10 imagesRepository1b1595ed
20
yassinemethni
blue2026 group
383.400.0000.00099.10CPUSuccess 10 imagesRepositoryb3c8683a
21
roeyzaw1arielgg46jvshangold
The Ambassadors2026 group
383.410.0000.00072.86CPUSuccess 10 imagesRepository1a96c9a3
22
f-chen88GuindoAissataIka807
Que la GAN2026 group
383.710.0000.00073.34CPUSuccess 10 imagesRepositoryf0426862
23
Baude04erwanmadMateoDeschildre
CirylGan2026 group
383.720.0000.000103.48CPUSuccess 10 imagesRepository8febb89b
24
Haidar-yousifYanisMrmrlorisamorese
3StochasticParrots2026 group
383.760.0000.00073.84CPUSuccess 10 imagesRepository823dc06f
25
Zomack270leonhogJimRam14
DauDauBis2026 group
383.770.0000.00073.39CPUSuccess 10 imagesRepository9593651f
26
MangKaGO
Group 332026 group
383.790.0000.00081.02CPUSuccess 10 imagesRepository20a10c73
27
eoghanCheveteachShaicodeaminesaadi2312
Sbo3a2026 group
383.900.0000.00071.06CPUSuccess 10 imagesRepositoryac0acbeb
28
JeanGrngValentinJourdanvincentami1
RTFM2026 group
383.940.0000.00074.80CPUSuccess 10 imagesRepositoryd896a99f
29
Imane2410Ahmed-ux1502mohamed-meghrous
LaMasIA2026 group
383.950.0000.00073.89CPUSuccess 10 imagesRepository96b56091
30
AymericPaponMartinJessenne
MNISLOP2026 group
383.980.0000.00096.09CPUSuccess 10 imagesRepository1fa813d8
31
ComeRochasAlexandDecArthurCommunal2
Lamine Yamal2026 group
384.090.0000.00072.44CPUSuccess 10 imagesRepository93e2b0d2
32
LiLinduoNikosKontCenzito
GANsters2026 group
384.190.0000.00075.05CPUSuccess 10 imagesRepository6e5a454f
33
syldeha
SES_team2026 group
384.210.0000.00088.58CPUSuccess 10 imagesRepositorya264f148
34
Mahdi-MarvAugustinBouquillard
Consistent GANaches2026 group
384.230.0000.00071.64CPUSuccess 10 imagesRepository7888e97f
35
omarbargach
QOR2026 group
384.250.0000.00094.28CPUSuccess 10 imagesRepository7365a8bd
36
arthur-oudeyerFalgunyEmarim-boughanm
Klick2026 group
384.250.0000.00069.84CPUSuccess 10 imagesRepository5c6ffe1c
37
aaidoudi91maitsel-gifleogruchociak
Group 242026 group
384.260.0000.00071.08CPUSuccess 10 imagesRepository6e024c8f
38
Stalko123ZieBerthewandrillebv
GANgnam style2026 group
384.270.0000.00074.33CPUSuccess 10 imagesRepositoryde406cb8
39
greglcrhibacheikh
A22026 group
384.280.0000.00073.55CPUSuccess 10 imagesRepository9bbb5fbb
40
HakimTaoufik
Group 172026 group
384.300.0000.00073.23CPUSuccess 10 imagesRepositoryf83df342
41
AlGoRythm3000joao-alcindosalva24IASD
Tung Tung Tung Tung Tung GANur2026 group
384.440.0000.00078.51CPUSuccess 10 imagesRepository41cd6a4f
42
manelw
CLM2026 group
384.460.0000.00094.25CPUSuccess 10 imagesRepositoryae70ceb7
43
lekoduckhoiraphael-uxyazi-mellissa
DLR2026 group
384.640.0000.00085.11CPUSuccess 10 imagesRepositoryaf21f6db
44
Pola03MaryamShiranrcuadro-IASD
Latent Dwellers2026 group
384.880.0000.00078.69CPUSuccess 10 imagesRepository70822856
45
MobinaMhrPaul-Huber7sha098213
Skill issue2026 group
384.990.0000.00089.88CPUSuccess 10 imagesRepositoryea39eed9
46
tlabrandeGautierGabrielThaninaSIOUANI
Madeleines2026 group
385.050.0000.00096.61CPUSuccess 10 imagesRepositorybd14b736
47
g4briel-cmdrogejuGitM27
NYBandits2026 group
385.130.0000.00073.10CPUSuccess 10 imagesRepositoryeb1ce2f7
48
dinoroberdemircctr002Alexis91800
Réveille-toi Canna2026 group
385.820.0000.00072.19CPUSuccess 10 imagesRepository9ec18cc6
—
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 20261030T040001Z · 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.