Master IASD · DataLab 2026

MNIST generation

A2 · FID, precision, recall and generated images

Updated 01 November 2026 · 07:48 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

7.39 FID

2
Professor reference

BestOf 2025 · 2

7.51 FID

3
Professor reference

BestOf 2025 · 1

8.03 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
7.390.8730.62099.85A40Success 10 imagesFrozen reference4c551f37
2
Professor reference
BestOf 2025 · 2Reference
7.510.8590.70878.84A40Success 10 imagesFrozen referencec64582d3
3
Professor reference
BestOf 2025 · 1Reference
8.030.8080.70777.90A40Success 10 imagesFrozen reference39f46132
4
Professor reference
BestOf IASDAPP2026 · 2Reference
9.610.8790.51798.53A40Success 10 imagesFrozen reference7356859e
5
Professor reference
BestOf Bachelor2024Reference
12.330.8750.673150.26A40Success 10 imagesFrozen reference993c998a
6
Professor reference
BestOf DL3IASO2026 · 1Reference
16.980.6630.50685.67A40Success 10 imagesFrozen referenceb546a7bb
7
Professor reference
BestOf 2024 · 2Reference
17.210.8000.54882.59A40Success 10 imagesFrozen reference8206b67b
8
Professor reference
BestOf 2023 · 1Reference
18.170.5690.24984.66A40Success 10 imagesFrozen reference944272bd
9
Professor reference
BestOf 2024 · 1Reference
18.370.7160.56590.09A40Success 10 imagesFrozen referencec835ac05
10
Professor reference
BestOf DL3IASO2026 · 2Reference
19.360.5710.14883.18A40Success 10 imagesFrozen reference0838ee7a
11
aaidoudi91maitsel-gifleogruchociak
Group 242026 group
28.060.5160.22675.43CPUSuccess 10 imagesRepositorydff08f2a
12
fumseckkalexandrenoel20naomibronstein
jaipasdidéesdenomdegroupe2026 group
28.300.5010.21394.76CPUSuccess 10 imagesRepository9739e087
13
KaterinaGalkinaArmandVincenthonganh7263-debug
AKA2026 group
31.940.4720.27071.11CPUSuccess 10 imagesRepository2b1b2f32
14
Professor reference
BestOf 2023 · 2Reference
35.900.5110.30879.11A40Success 10 imagesFrozen reference836a496b
15
Dams0601F1rasssToitoine1
HQHD2026 group
39.110.7150.51497.84CPUSuccess 10 imagesRepositorybc473203
16
quentinRevillonNicolo456noe-mosca
TP2026 group
43.410.7040.48370.84CPUSuccess 10 imagesRepository906cef82
17
Professor reference
VanillaGANReference
49.490.4760.17285.14A40Success 10 imagesFrozen reference4b4d8ba1
18
roeyzaw1arielgg46jvshangold
The Ambassadors2026 group
383.060.0000.00075.61CPUSuccess 10 imagesRepositorydd205e18
19
MobinaMhrPaul-Huber7sha098213
Skill issue2026 group
383.110.0000.00070.09CPUSuccess 10 imagesRepositoryea39eed9
20
Baude04erwanmadMateoDeschildre
CirylGan2026 group
383.160.0000.00089.15CPUSuccess 10 imagesRepository8febb89b
21
LiLinduoNikosKontCenzito
GANsters2026 group
383.380.0000.00098.22CPUSuccess 10 imagesRepository6e5a454f
22
Group
Group 332026 group
383.850.0000.000133.02CPUSuccess 10 imagesRepository20a10c73
23
Zomack270leonhogJimRam14
DauDauBis2026 group
383.940.0000.00095.82CPUSuccess 10 imagesRepository9593651f
24
Haidar-yousifYanisMrmru5318996810-glitch
3StochasticParrots2026 group
383.970.0000.000101.55CPUSuccess 10 imagesRepository823dc06f
25
HakimTaoufik
Group 172026 group
383.990.0000.000100.73CPUSuccess 10 imagesRepositoryf83df342
26
romain-oomarbargach
QOR2026 group
383.990.0000.00071.17CPUSuccess 10 imagesRepository7365a8bd
27
g4briel-cmdrogejuGitM27
NYBandits2026 group
384.000.0000.00072.47CPUSuccess 10 imagesRepositoryeb1ce2f7
28
f-chen88GuindoAissataIka807
Que la GAN2026 group
384.170.0000.00078.03CPUSuccess 10 imagesRepositoryf0426862
29
S-Cordeirosyldehaeya-brad
SES_team2026 group
384.200.0000.00090.47CPUSuccess 10 imagesRepositorya264f148
30
Mahdi-MarvAugustinBouquillardlorisamorese
Consistent GANaches2026 group
384.240.0000.00069.24CPUSuccess 10 imagesRepository7888e97f
31
tlabrandeGautierGabrielThaninaSIOUANI
Madeleines2026 group
384.260.0000.00076.32CPUSuccess 10 imagesRepositorybd14b736
32
manelw
CLM2026 group
384.300.0000.00070.90CPUSuccess 10 imagesRepository215943bc
33
ComeRochasAlexandDecArthurCommunal2
Lamine Yamal2026 group
384.300.0000.00078.84CPUSuccess 10 imagesRepository39232cfc
34
AlGoRythm3000joao-alcindosalva24IASD
Tung Tung Tung Tung Tung GANur2026 group
384.310.0000.00081.01CPUSuccess 10 imagesRepository41cd6a4f
35
hadriennouvel
Data Lab - 22026 group
384.350.0000.00096.75CPUSuccess 10 imagesRepository2b281e11
36
Stalko123ZieBerthewandrillebv
GANgnam style2026 group
384.370.0000.00075.92CPUSuccess 10 imagesRepositoryde406cb8
37
lekoduckhoiraphael-uxyazi-mellissa
DLR2026 group
384.370.0000.00080.86CPUSuccess 10 imagesRepositoryaf21f6db
38
JeanGrngValentinJourdanvincentami1
RTFM2026 group
384.430.0000.00077.63CPUSuccess 10 imagesRepositoryd896a99f
39
Imane2410Ahmed-ux1502mohamed-meghrous
LaMasIA2026 group
384.450.0000.00073.32CPUSuccess 10 imagesRepository96b56091
40
Benjamin-WilhelmleroysomerGaspardMalhomme
CreativeConcepts2026 group
384.640.0000.000183.30CPUSuccess 10 imagesRepository1b1595ed
41
lucas3600Frangipanusvictor-jourdan
Bach enjoyers2026 group
384.680.0000.00071.06CPUSuccess 10 imagesRepositoryd862f5c0
42
Tpiettonaladin20cPuuuu-cr
Group 372026 group
384.690.0000.000140.93CPUSuccess 10 imagesRepository12cd6469
43
Pola03MaryamShiranrcuadro-IASD
Latent Dwellers2026 group
384.700.0000.00078.39CPUSuccess 10 imagesRepository70822856
44
yassinemethniClementGPP
blue2026 group
384.720.0000.00091.01CPUSuccess 10 imagesRepositoryb3c8683a
45
arthur-oudeyerFalgunyEmarim-boughanm
Klick2026 group
384.740.0000.00073.52CPUSuccess 10 imagesRepository5c6ffe1c
46
dinoroberdemircctr002Alexis91800
Réveille-toi Canna2026 group
384.920.0000.000104.43CPUSuccess 10 imagesRepositoryc92a5278
47
AymericPaponMartinJessenneleopmr
MNISLOP2026 group
384.960.0000.00077.80CPUSuccess 10 imagesRepository1fa813d8
48
eoghanCheveteachShaicodeaminesaadi2312
Sbo3a2026 group
384.970.0000.00099.03CPUSuccess 10 imagesRepositoryac0acbeb
49
greglcrhibacheikh
A22026 group
385.070.0000.000101.11CPUSuccess 10 imagesRepository9bbb5fbb
—
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 20261101T040002Z · 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.