Master IASD · DataLab 2026

MNIST generation

A2 · FID, precision, recall and generated images

Updated 05 November 2026 · 07:32 CETDaily run around 05:00 · Paris time

Podium

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

1
lekoduckhoiraphael-uxyazi-mellissa

DLR

5.72 FID

2
Professor reference

BestOf IASDAPP2026 · 1

7.40 FID

3
Professor reference

BestOf 2025 · 2

7.52 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
lekoduckhoiraphael-uxyazi-mellissa
DLR2026 group
5.720.8930.71376.42CPUSuccess 10 imagesRepositoryf6344bdb
2
Professor reference
BestOf IASDAPP2026 · 1Reference
7.400.8640.60282.49A40Success 10 imagesFrozen reference4c551f37
3
Professor reference
BestOf 2025 · 2Reference
7.520.8590.70983.82A40Success 10 imagesFrozen referencec64582d3
4
Professor reference
BestOf 2025 · 1Reference
8.080.8060.71169.82A40Success 10 imagesFrozen reference39f46132
5
Professor reference
BestOf IASDAPP2026 · 2Reference
9.660.8800.50280.86A40Success 10 imagesFrozen reference7356859e
6
Professor reference
BestOf Bachelor2024Reference
12.520.8790.655121.97A40Success 10 imagesFrozen reference993c998a
7
aaidoudi91maitsel-gifleogruchociak
Group 242026 group
13.060.5340.24471.08CPUSuccess 10 imagesRepository640f4b23
8
MangKaGOmanelwnourceneB
CLM2026 group
16.510.7590.66273.75CPUSuccess 10 imagesRepository150a4f9c
9
dinoroberdemircctr002Alexis91800
Réveille-toi Canna2026 group
16.820.7270.66389.03CPUSuccess 10 imagesRepositorycc3c3ed7
10
Professor reference
BestOf DL3IASO2026 · 1Reference
16.940.6670.49882.60A40Success 10 imagesFrozen referenceb546a7bb
11
Professor reference
BestOf 2024 · 2Reference
17.690.7900.54280.91A40Success 10 imagesFrozen reference8206b67b
12
Stalko123ZieBerthewandrillebv
GANgnam style2026 group
18.220.7790.56187.87CPUSuccess 10 imagesRepository6164b6e5
13
Tpiettonaladin20cPuuuu-cr
Group 372026 group
18.240.7220.57868.29CPUSuccess 10 imagesRepository2befc005
14
Professor reference
BestOf 2023 · 1Reference
18.270.5610.24376.35A40Success 10 imagesFrozen reference944272bd
15
Professor reference
BestOf 2024 · 1Reference
18.630.7220.58977.87A40Success 10 imagesFrozen referencec835ac05
16
FrodogornHakimTaoufikclemencejin888
Group 172026 group
19.100.5980.27570.06CPUSuccess 10 imagesRepositoryf1965525
17
Professor reference
BestOf DL3IASO2026 · 2Reference
19.260.5760.14277.86A40Success 10 imagesFrozen reference0838ee7a
18
Benjamin-WilhelmleroysomerGaspardMalhomme
CreativeConcepts2026 group
20.650.7640.50591.29CPUSuccess 10 imagesRepositoryc19ae949
19
quentinRevillonNicolo456noe-mosca
TP2026 group
21.550.7110.58471.48CPUSuccess 10 imagesRepositoryfbdd93f1
20
romain-oQuentinz12omarbargach
QOR2026 group
22.550.8310.63987.90CPUSuccess 10 imagesRepository75e2e0ff
21
S-Cordeirosyldehaeya-brad
SES_team2026 group
22.750.5800.16170.49CPUSuccess 10 imagesRepository2817a902
22
fumseckkalexandrenoel20naomibronstein
jaipasdidéesdenomdegroupe2026 group
27.660.5110.19667.96CPUSuccess 10 imagesRepository9739e087
23
Haidar-yousifYanisMrmru5318996810-glitch
3StochasticParrots2026 group
27.770.5210.23868.54CPUSuccess 10 imagesRepository5a0dda42
24
KaterinaGalkinaArmandVincenthonganh7263-debug
AKA2026 group
28.790.5120.22076.93CPUSuccess 10 imagesRepositoryae072b64
25
MobinaMhrPaul-Huber7sha098213
Skill issue2026 group
29.680.5290.21487.77CPUSuccess 10 imagesRepositorya11bdc5e
26
Baude04erwanmadMateoDeschildre
CirylGan2026 group
33.360.5010.21669.95CPUSuccess 10 imagesRepository9a90a82e
27
Professor reference
BestOf 2023 · 2Reference
36.140.5220.27484.65A40Success 10 imagesFrozen reference836a496b
28
Dams0601F1rasssToitoine1
HQHD2026 group
36.500.7120.50272.26CPUSuccess 10 imagesRepositorye93fb326
29
arthur-oudeyerFalgunyEmarim-boughanm
Klick2026 group
38.830.7160.494406.54CPUSuccess 10 imagesRepository912f2831
30
roeyzaw1arielgg46jvshangold
The Ambassadors2026 group
39.880.4900.23770.44CPUSuccess 10 imagesRepository2e2c8406
31
Mahdi-MarvAugustinBouquillardlorisamorese
Consistent GANaches2026 group
42.610.6040.44576.46CPUSuccess 10 imagesRepository7cf5520d
32
greglcrNathanDuboissethibacheikh
A22026 group
44.860.6000.42968.02CPUSuccess 10 imagesRepository5c6ea5c4
33
LiLinduoNikosKontCenzito
GANsters2026 group
45.990.6030.41267.78CPUSuccess 10 imagesRepository1fef4222
34
Pola03MaryamShiranrcuadro-IASD
Latent Dwellers2026 group
47.200.5780.37868.17CPUSuccess 10 imagesRepositorye2d63ae9
35
Professor reference
VanillaGANReference
49.560.4680.14379.96A40Success 10 imagesFrozen reference4b4d8ba1
36
tlabrandeGautierGabrielThaninaSIOUANI
Madeleines2026 group
60.800.5390.00078.25CPUSuccess 10 imagesRepositorycc424795
37
AlGoRythm3000joao-alcindosalva24IASD
Tung Tung Tung Tung Tung GANur2026 group
86.680.4730.07670.14CPUSuccess 10 imagesRepositoryd2adbfd6
38
ExatioyuyDaihadriennouvel
Data Lab - 22026 group
383.440.0000.00078.40CPUSuccess 10 imagesRepository2b281e11
39
yassinemethniTbeck27-labClementGPP
blue2026 group
383.490.0000.00072.75CPUSuccess 10 imagesRepositoryb3c8683a
40
AymericPaponMartinJessenneleopmr
MNISLOP2026 group
383.590.0000.00075.43CPUSuccess 10 imagesRepository1fa813d8
41
g4briel-cmdrogejuGitM27
NYBandits2026 group
383.720.0000.00069.44CPUSuccess 10 imagesRepositoryeb1ce2f7
42
JeanGrngValentinJourdanvincentami1
RTFM2026 group
383.760.0000.00088.74CPUSuccess 10 imagesRepositoryd896a99f
43
Imane2410Ahmed-ux1502mohamed-meghrous
LaMasIA2026 group
384.000.0000.00072.33CPUSuccess 10 imagesRepositorya858dd8d
44
MahdiNoori2003Farouk-00cchalon-projects
Group 332026 group
384.360.0000.00070.31CPUSuccess 10 imagesRepository20a10c73
45
ComeRochasAlexandDecArthurCommunal2
Lamine Yamal2026 group
384.390.0000.00077.21CPUSuccess 10 imagesRepository1d9806b5
46
beyremmerdassi
Data-22026 group
385.010.0000.00074.08CPUSuccess 10 imagesRepository85ed7cff
47
eoghanCheveteachShaicodeaminesaadi2312
Sbo3a2026 group
385.120.0000.00076.34CPUSuccess 10 imagesRepository816d8b16
48
f-chen88GuindoAissataIka807
Que la GAN2026 group
385.620.0000.00069.79CPUSuccess 10 imagesRepositoryf0426862
—
lucas3600Frangipanusvictor-jourdan
Bach enjoyers2026 group
———22.63CPUError images: ValueError: Expected exactly 10000 PNG images in samples/, found 1465 entries—Repositorya2f0a1dd
—
Zomack270leonhogJimRam14
DauDauBis2026 group
————CPUError generation: RuntimeError: Process exited with code 1. Using device: CPU Model Loading... Model loaded. Start Generating Traceback (most recent call last): File "/work/generate.py", line 49, in <module> D = Discriminator(mnist_dim).to(device) ^^^^^^^^^^^^^ NameError: name 'Discriminator' is not defined —Repository6fcecc7a
—
rdc-enschaylaalois
Group 392026 group
————Pending —Repository pending
—
Loui0-0EyfelixakselDang
ganberge2026 group
———73.50CPUError images: ValueError: Expected exactly 10000 PNG images in samples/, found 10001 entries—Repository94e39c29

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 20261105T040001Z · 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.