Master IASD · DataLab 2026

MNIST generation

A2 · FID, precision, recall and generated images

Updated 29 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 2025 · 2

7.31 FID

2
Professor reference

BestOf IASDAPP2026 · 1

7.42 FID

3
Professor reference

BestOf 2025 · 1

7.88 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 2025 · 2Reference
7.310.8660.70388.94A40Success 10 imagesFrozen referencec64582d3
2
Professor reference
BestOf IASDAPP2026 · 1Reference
7.420.8650.603102.80A40Success 10 imagesFrozen reference4c551f37
3
Professor reference
BestOf 2025 · 1Reference
7.880.8120.71582.29A40Success 10 imagesFrozen reference39f46132
4
Professor reference
BestOf IASDAPP2026 · 2Reference
9.660.8840.50979.20A40Success 10 imagesFrozen reference7356859e
5
Professor reference
BestOf Bachelor2024Reference
12.310.8770.663140.93A40Success 10 imagesFrozen reference993c998a
6
Professor reference
BestOf DL3IASO2026 · 1Reference
16.990.6720.50884.28A40Success 10 imagesFrozen referenceb546a7bb
7
Professor reference
BestOf 2024 · 2Reference
17.650.8000.547103.52A40Success 10 imagesFrozen reference8206b67b
8
Professor reference
BestOf 2023 · 1Reference
18.180.5670.24085.08A40Success 10 imagesFrozen reference944272bd
9
Professor reference
BestOf 2024 · 1Reference
18.260.7160.58291.24A40Success 10 imagesFrozen referencec835ac05
10
Professor reference
BestOf DL3IASO2026 · 2Reference
19.390.5700.14686.39A40Success 10 imagesFrozen reference0838ee7a
11
Professor reference
BestOf 2023 · 2Reference
36.370.5160.29583.85A40Success 10 imagesFrozen reference836a496b
12
Dams0601F1rasss
HQHD2026 group
39.110.7150.51474.95CPUSuccess 10 imagesRepositorybc473203
13
Professor reference
VanillaGANReference
49.820.4710.16884.99A40Success 10 imagesFrozen reference4b4d8ba1
14
rogejuGitM27
NYBandits2026 group
383.140.0000.00074.85CPUSuccess 10 imagesRepositoryeb1ce2f7
15
AugustinBouquillard
Consistent GANaches2026 group
383.370.0000.00075.26CPUSuccess 10 imagesRepository7888e97f
16
manelw
CLM2026 group
383.550.0000.00071.20CPUSuccess 10 imagesRepositoryae70ceb7
17
tlabrandeGautierGabrielThaninaSIOUANI
Madeleines2026 group
383.730.0000.00077.48CPUSuccess 10 imagesRepositorybd14b736
18
MangKaGO
Group 332026 group
383.750.0000.00085.61CPUSuccess 10 imagesRepository20a10c73
19
ComeRochas
Lamine Yamal2026 group
383.760.0000.00098.49CPUSuccess 10 imagesRepository93e2b0d2
20
KaterinaGalkinaArmandVincenthonganh7263-debug
AKA2026 group
383.870.0000.00068.64CPUSuccess 10 imagesRepository65f5b79e
21
dinoroberdemircctr002Alexis91800
Réveille-toi Canna2026 group
383.880.0000.00071.54CPUSuccess 10 imagesRepository9ec18cc6
22
Pola03MaryamShiranrcuadro-IASD
Latent Dwellers2026 group
383.880.0000.00099.96CPUSuccess 10 imagesRepository70822856
23
Benjamin-WilhelmleroysomerGaspardMalhomme
CreativeConcepts2026 group
383.890.0000.00094.92CPUSuccess 10 imagesRepository1b1595ed
24
aaidoudi91maitsel-gifleogruchociak
Group 242026 group
383.980.0000.00077.64CPUSuccess 10 imagesRepository6e024c8f
25
arthur-oudeyerFalgunyEmarim-boughanm
Klick2026 group
384.020.0000.00093.70CPUSuccess 10 imagesRepository5c6ffe1c
26
f-chen88GuindoAissataIka807
Que la GAN2026 group
384.050.0000.00070.45CPUSuccess 10 imagesRepositoryf0426862
27
Loui0-0EyfelixakselDang
ganberge2026 group
384.150.0000.00079.29CPUSuccess 10 imagesRepository532b555e
28
Paul-Huber7sha098213
Skill issue2026 group
384.190.0000.00093.60CPUSuccess 10 imagesRepositoryea39eed9
29
Zomack270leonhogJimRam14
DauDauBis2026 group
384.220.0000.00091.56CPUSuccess 10 imagesRepository9593651f
30
teachShaicodeaminesaadi2312
Sbo3a2026 group
384.290.0000.00094.93CPUSuccess 10 imagesRepositoryac0acbeb
31
Imane2410Ahmed-ux1502mohamed-meghrous
LaMasIA2026 group
384.300.0000.00079.79CPUSuccess 10 imagesRepository96b56091
32
Baude04erwanmadMateoDeschildre
CirylGan2026 group
384.390.0000.00079.96CPUSuccess 10 imagesRepository8febb89b
33
greglcrhibacheikh
A22026 group
384.410.0000.00062.06CPUSuccess 10 imagesRepository9bbb5fbb
34
lekoduckhoiraphael-uxyazi-mellissa
DLR2026 group
384.450.0000.000100.05CPUSuccess 10 imagesRepositoryaf21f6db
35
fumseckkalexandrenoel20naomibronstein
jaipasdidéesdenomdegroupe2026 group
384.460.0000.00098.80CPUSuccess 10 imagesRepository9569e8ad
36
HakimTaoufik
Group 172026 group
384.480.0000.00077.51CPUSuccess 10 imagesRepositoryf83df342
37
quentinRevillonNicolo456noe-mosca
TP2026 group
384.490.0000.00097.39CPUSuccess 10 imagesRepository251da46f
38
Stalko123ZieBerthewandrillebv
GANgnam style2026 group
384.520.0000.00075.54CPUSuccess 10 imagesRepositoryde406cb8
39
ValentinJourdanvincentami1
RTFM2026 group
384.580.0000.00073.55CPUSuccess 10 imagesRepositoryd896a99f
40
roeyzaw1arielgg46jvshangold
The Ambassadors2026 group
384.620.0000.00097.43CPUSuccess 10 imagesRepository1a96c9a3
41
Frangipanusvictor-jourdan
Bach enjoyers2026 group
384.630.0000.00069.09CPUSuccess 10 imagesRepositoryd862f5c0
42
yassinemethni
blue2026 group
384.700.0000.00068.93CPUSuccess 10 imagesRepositoryb3c8683a
43
LiLinduoNikosKontCenzito
GANsters2026 group
384.940.0000.00076.57CPUSuccess 10 imagesRepository6e5a454f
44
AlGoRythm3000joao-alcindosalva24IASD
Tung Tung Tung Tung Tung GANur2026 group
385.180.0000.00078.36CPUSuccess 10 imagesRepository41cd6a4f
45
Haidar-yousifYanisMrmrlorisamorese
3StochasticParrots2026 group
385.200.0000.00062.06CPUSuccess 10 imagesRepository823dc06f
46
omarbargach
QOR2026 group
385.260.0000.00072.63CPUSuccess 10 imagesRepository7365a8bd

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 20261029T040002Z · 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.