Master IASD · DataLab 2026

MNIST generation

A2 · FID, precision, recall and generated images

Updated 02 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
Professor reference

BestOf IASDAPP2026 · 1

7.36 FID

2
Professor reference

BestOf 2025 · 2

7.46 FID

3
Professor reference

BestOf 2025 · 1

8.16 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
7.360.8640.60280.37A40Success 10 imagesFrozen reference4c551f37
2
Professor reference
BestOf 2025 · 2Reference
7.460.8630.71383.49A40Success 10 imagesFrozen referencec64582d3
3
Professor reference
BestOf 2025 · 1Reference
8.160.8060.70576.50A40Success 10 imagesFrozen reference39f46132
4
Professor reference
BestOf IASDAPP2026 · 2Reference
9.640.8880.51777.31A40Success 10 imagesFrozen reference7356859e
5
Professor reference
BestOf Bachelor2024Reference
12.560.8780.661147.86A40Success 10 imagesFrozen reference993c998a
6
Professor reference
BestOf DL3IASO2026 · 1Reference
17.160.6620.47682.53A40Success 10 imagesFrozen referenceb546a7bb
7
Professor reference
BestOf 2024 · 2Reference
17.510.7990.55980.37A40Success 10 imagesFrozen reference8206b67b
8
Professor reference
BestOf 2023 · 1Reference
18.230.5630.23980.92A40Success 10 imagesFrozen reference944272bd
9
Professor reference
BestOf 2024 · 1Reference
18.540.7090.57780.92A40Success 10 imagesFrozen referencec835ac05
10
Professor reference
BestOf DL3IASO2026 · 2Reference
19.310.5700.14171.95A40Success 10 imagesFrozen reference0838ee7a
11
aaidoudi91maitsel-gifleogruchociak
Group 242026 group
25.430.5410.25572.29CPUSuccess 10 imagesRepository6dadc6ba
12
Haidar-yousifYanisMrmru5318996810-glitch
3StochasticParrots2026 group
26.970.5350.23474.32CPUSuccess 10 imagesRepository5a0dda42
13
fumseckkalexandrenoel20naomibronstein
jaipasdidéesdenomdegroupe2026 group
28.270.5020.22768.48CPUSuccess 10 imagesRepository9739e087
14
HakimTaoufikclemencejin888
Group 172026 group
29.240.5130.20071.74CPUSuccess 10 imagesRepository6a9c51d7
15
MobinaMhrPaul-Huber7sha098213
Skill issue2026 group
29.680.5290.21471.76CPUSuccess 10 imagesRepositoryf081dcf5
16
MangKaGOmanelwnourceneB
CLM2026 group
30.620.5160.21769.22CPUSuccess 10 imagesRepository0c074cb2
17
KaterinaGalkinaArmandVincenthonganh7263-debug
AKA2026 group
31.940.4720.27078.70CPUSuccess 10 imagesRepository3d5627be
18
Baude04erwanmadMateoDeschildre
CirylGan2026 group
32.370.5020.22466.26CPUSuccess 10 imagesRepositorycab0691b
19
Professor reference
BestOf 2023 · 2Reference
36.250.5180.32087.38A40Success 10 imagesFrozen reference836a496b
20
Dams0601F1rasssToitoine1
HQHD2026 group
36.500.7120.50269.59CPUSuccess 10 imagesRepositorye93fb326
21
quentinRevillonNicolo456noe-mosca
TP2026 group
44.010.7050.50270.43CPUSuccess 10 imagesRepository906cef82
22
LiLinduoNikosKontCenzito
GANsters2026 group
46.360.6020.43870.84CPUSuccess 10 imagesRepository1fef4222
23
Professor reference
VanillaGANReference
50.010.4700.17686.96A40Success 10 imagesFrozen reference4b4d8ba1
24
Stalko123ZieBerthewandrillebv
GANgnam style2026 group
55.940.4670.13269.93CPUSuccess 10 imagesRepositoryd7950475
25
roeyzaw1arielgg46jvshangold
The Ambassadors2026 group
89.440.5550.05971.09CPUSuccess 10 imagesRepository31c12825
26
Pola03MaryamShiranrcuadro-IASD
Latent Dwellers2026 group
119.560.3330.14370.85CPUSuccess 10 imagesRepository8bdf5704
27
lekoduckhoiraphael-uxyazi-mellissa
DLR2026 group
383.500.0000.00074.17CPUSuccess 10 imagesRepositoryaf21f6db
28
Mahdi-MarvAugustinBouquillardlorisamorese
Consistent GANaches2026 group
383.560.0000.00072.24CPUSuccess 10 imagesRepositoryc6ea08ac
29
eoghanCheveteachShaicodeaminesaadi2312
Sbo3a2026 group
383.560.0000.00070.59CPUSuccess 10 imagesRepositoryac0acbeb
30
tlabrandeGautierGabrielThaninaSIOUANI
Madeleines2026 group
383.710.0000.00075.70CPUSuccess 10 imagesRepositorybd14b736
31
f-chen88GuindoAissataIka807
Que la GAN2026 group
383.900.0000.00072.38CPUSuccess 10 imagesRepositoryf0426862
32
Imane2410Ahmed-ux1502mohamed-meghrous
LaMasIA2026 group
383.970.0000.00073.85CPUSuccess 10 imagesRepository96b56091
33
ComeRochasAlexandDecArthurCommunal2
Lamine Yamal2026 group
384.020.0000.00072.56CPUSuccess 10 imagesRepository39232cfc
34
JeanGrngValentinJourdanvincentami1
RTFM2026 group
384.030.0000.00068.63CPUSuccess 10 imagesRepositoryd896a99f
35
Frodogorn
Last Group2026 group
384.040.0000.00074.36CPUSuccess 10 imagesRepositoryb726a204
36
yassinemethniClementGPP
blue2026 group
384.060.0000.00080.53CPUSuccess 10 imagesRepositoryb3c8683a
37
romain-oQuentinz12omarbargach
QOR2026 group
384.070.0000.00076.22CPUSuccess 10 imagesRepository7365a8bd
38
greglcrhibacheikh
A22026 group
384.070.0000.00074.51CPUSuccess 10 imagesRepository9bbb5fbb
39
Benjamin-WilhelmleroysomerGaspardMalhomme
CreativeConcepts2026 group
384.180.0000.00070.79CPUSuccess 10 imagesRepository1b1595ed
40
hadriennouvel
Data Lab - 22026 group
384.280.0000.00071.92CPUSuccess 10 imagesRepository2b281e11
41
g4briel-cmdrogejuGitM27
NYBandits2026 group
384.350.0000.00080.05CPUSuccess 10 imagesRepositoryeb1ce2f7
42
S-Cordeirosyldehaeya-brad
SES_team2026 group
384.390.0000.00081.90CPUSuccess 10 imagesRepositorya264f148
43
Tpiettonaladin20cPuuuu-cr
Group 372026 group
384.410.0000.00070.39CPUSuccess 10 imagesRepository12cd6469
44
Group
Group 332026 group
384.500.0000.00074.19CPUSuccess 10 imagesRepository20a10c73
45
AymericPaponMartinJessenneleopmr
MNISLOP2026 group
384.760.0000.00070.06CPUSuccess 10 imagesRepository1fa813d8
46
AlGoRythm3000joao-alcindosalva24IASD
Tung Tung Tung Tung Tung GANur2026 group
384.770.0000.00070.08CPUSuccess 10 imagesRepository41cd6a4f
47
dinoroberdemircctr002Alexis91800
Réveille-toi Canna2026 group
384.920.0000.00075.45CPUSuccess 10 imagesRepositoryc92a5278
48
Zomack270leonhogJimRam14
DauDauBis2026 group
385.140.0000.00071.36CPUSuccess 10 imagesRepository9593651f
49
arthur-oudeyerFalgunyEmarim-boughanm
Klick2026 group
385.310.0000.00066.28CPUSuccess 10 imagesRepository5c6ffe1c
—
lucas3600Frangipanusvictor-jourdan
Bach enjoyers2026 group
———24.89CPUError images: ValueError: Expected exactly 10000 PNG images in samples/, found 1495 entries—Repository0911d386
—
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 20261102T040002Z · 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.