Master IASD · DataLab 2026

MNIST generation

A2 · FID, precision, recall and generated images

Updated 09 November 2026 · 07:50 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

7.47 FID

3
Professor reference

BestOf 2025 · 2

7.51 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
5.720.8930.71374.67CPUSuccess 10 imagesRepositoryf6344bdb
2
Professor reference
BestOf IASDAPP2026 · 1Reference
7.470.8610.60080.10A40Success 10 imagesFrozen reference4c551f37
3
Professor reference
BestOf 2025 · 2Reference
7.510.8670.70878.27A40Success 10 imagesFrozen referencec64582d3
4
Professor reference
BestOf 2025 · 1Reference
7.920.8080.70275.08A40Success 10 imagesFrozen reference39f46132
5
JeanGrngValentinJourdanvincentami1
RTFM2026 group
9.440.8380.67573.65CPUSuccess 10 imagesRepository5a0011fb
6
Professor reference
BestOf IASDAPP2026 · 2Reference
9.660.8820.51677.61A40Success 10 imagesFrozen reference7356859e
7
tlabrandeGautierGabrielThaninaSIOUANI
Madeleines2026 group
11.490.5690.36276.82CPUSuccess 10 imagesRepository33995c3f
8
Stalko123ZieBerthewandrillebv
GANgnam style2026 group
12.180.8290.60675.43CPUSuccess 10 imagesRepository1830b000
9
Professor reference
BestOf Bachelor2024Reference
12.440.8740.650144.81A40Success 10 imagesFrozen reference993c998a
10
aaidoudi91maitsel-gifleogruchociak
Group 242026 group
13.060.5340.24471.03CPUSuccess 10 imagesRepository640f4b23
11
yassinemethniTbeck27-labClementGPP
blue2026 group
13.360.7250.69571.18CPUSuccess 10 imagesRepository03fab7a8
12
greglcrNathanDuboissethibacheikh
A22026 group
13.460.8030.67465.98CPUSuccess 10 imagesRepositorye64cf23c
13
g4briel-cmdrogejuGitM27
NYBandits2026 group
13.530.5670.32774.64CPUSuccess 10 imagesRepository936f4c91
14
Dams0601F1rasssToitoine1
HQHD2026 group
14.880.8850.57989.23CPUSuccess 10 imagesRepository9a6c1e5f
15
MangKaGOmanelwnourceneB
CLM2026 group
16.510.7590.66271.52CPUSuccess 10 imagesRepository150a4f9c
16
dinoroberdemircctr002Alexis91800
Réveille-toi Canna2026 group
16.820.7270.66382.93CPUSuccess 10 imagesRepository7cd05e91
17
Professor reference
BestOf DL3IASO2026 · 1Reference
16.990.6740.51981.03A40Success 10 imagesFrozen referenceb546a7bb
18
Professor reference
BestOf 2024 · 2Reference
17.410.7980.54285.71A40Success 10 imagesFrozen reference8206b67b
19
Professor reference
BestOf 2023 · 1Reference
18.100.5670.24584.56A40Success 10 imagesFrozen reference944272bd
20
Tpiettonaladin20cPuuuu-cr
Group 372026 group
18.120.7280.56969.24CPUSuccess 10 imagesRepository2befc005
21
Professor reference
BestOf 2024 · 1Reference
18.260.7160.59386.36A40Success 10 imagesFrozen referencec835ac05
22
FrodogornHakimTaoufikclemencejin888
Group 172026 group
18.870.5940.26480.69CPUSuccess 10 imagesRepositoryf1965525
23
Professor reference
BestOf DL3IASO2026 · 2Reference
19.490.5770.14682.41A40Success 10 imagesFrozen reference0838ee7a
24
Benjamin-WilhelmleroysomerGaspardMalhomme
CreativeConcepts2026 group
20.650.7640.50588.74CPUSuccess 10 imagesRepository59b7c103
25
quentinRevillonNicolo456noe-mosca
TP2026 group
21.680.7090.59271.10CPUSuccess 10 imagesRepositoryfbdd93f1
26
romain-oQuentinz12omarbargach
QOR2026 group
22.550.8310.63977.47CPUSuccess 10 imagesRepository75e2e0ff
27
Haidar-yousifYanisMrmru5318996810-glitch
3StochasticParrots2026 group
22.570.5400.19371.30CPUSuccess 10 imagesRepository4450505d
28
AymericPaponMartinJessenneleopmr
MNISLOP2026 group
23.850.8440.50774.19CPUSuccess 10 imagesRepositorya865ca31
29
S-Cordeirosyldehaeya-brad
SES_team2026 group
24.030.5580.28673.42CPUSuccess 10 imagesRepository02ca0743
30
f-chen88GuindoAissataIka807
Que la GAN2026 group
25.180.5870.23374.96CPUSuccess 10 imagesRepositoryb834a228
31
fumseckkalexandrenoel20naomibronstein
jaipasdidéesdenomdegroupe2026 group
27.860.5010.22375.09CPUSuccess 10 imagesRepositoryb9ee66d2
32
KaterinaGalkinaArmandVincenthonganh7263-debug
AKA2026 group
28.050.5070.242292.35CPUSuccess 10 imagesRepository8b72ea0f
33
Zomack270leonhogJimRam14
DauDauBis2026 group
31.880.5300.18975.17CPUSuccess 10 imagesRepositoryec6a51bb
34
Baude04erwanmadMateoDeschildre
CirylGan2026 group
32.890.5030.19766.78CPUSuccess 10 imagesRepository3ac001f2
35
LiLinduoNikosKontCenzito
GANsters2026 group
34.970.6640.39084.84CPUSuccess 10 imagesRepository06b36424
36
Professor reference
BestOf 2023 · 2Reference
36.370.5310.27477.83A40Success 10 imagesFrozen reference836a496b
37
arthur-oudeyerFalgunyEmarim-boughanm
Klick2026 group
38.700.7070.483326.83CPUSuccess 10 imagesRepository912f2831
38
roeyzaw1arielgg46jvshangold
The Ambassadors2026 group
39.280.5060.26170.80CPUSuccess 10 imagesRepository2e2c8406
39
MobinaMhrPaul-Huber7sha098213
Skill issue2026 group
41.900.7590.43473.79CPUSuccess 10 imagesRepository3090a419
40
Imane2410Ahmed-ux1502mohamed-meghrous
LaMasIA2026 group
41.930.5190.37771.77CPUSuccess 10 imagesRepository0f1526d0
41
Mahdi-MarvAugustinBouquillardlorisamorese
Consistent GANaches2026 group
42.610.6040.44572.22CPUSuccess 10 imagesRepository471a1f55
42
Pola03MaryamShiranrcuadro-IASD
Latent Dwellers2026 group
49.080.5870.41771.66CPUSuccess 10 imagesRepositoryeaa33ea1
43
Professor reference
VanillaGANReference
50.060.4640.15580.67A40Success 10 imagesFrozen reference4b4d8ba1
44
ComeRochasAlexandDecArthurCommunal2
Lamine Yamal2026 group
56.470.5180.13379.30CPUSuccess 10 imagesRepositoryef3aa53e
45
AlGoRythm3000joao-alcindosalva24IASD
Tung Tung Tung Tung Tung GANur2026 group
98.500.4250.20069.80CPUSuccess 10 imagesRepository56a2ed43
46
ExatioyuyDaihadriennouvel
Data Lab - 22026 group
383.650.0000.00070.40CPUSuccess 10 imagesRepository2b281e11
47
MahdiNoori2003Farouk-00cchalon-projects
Group 332026 group
383.730.0000.00077.30CPUSuccess 10 imagesRepository20a10c73
48
beyremmerdassi
Data-22026 group
383.970.0000.00072.60CPUSuccess 10 imagesRepository85ed7cff
49
rdc-enschaylaalois
AR2026 group
384.110.0000.00078.10CPUSuccess 10 imagesRepositoryafc8a6b6
50
eoghanCheveteachShaicodeaminesaadi2312
Sbo3a2026 group
384.410.0000.00069.27CPUSuccess 10 imagesRepository816d8b16
—
lucas3600Frangipanusvictor-jourdan
Bach enjoyers2026 group
———22.84CPUError images: ValueError: Expected exactly 10000 PNG images in samples/, found 1489 entries—Repositorya2f0a1dd
—
chaylaalois
Group 392026 group
————Pending —Repository pending
—
Loui0-0EyfelixakselDang
ganberge2026 group
———75.21CPUError 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 20261109T040001Z · 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.