Master IASD · DataLab 2026

MNIST generation

A2 · FID, precision, recall and generated images

Updated 27 October 2026 · 07:19 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

7.34 FID

2
Professor reference

BestOf 2025 · 2

7.38 FID

3
Professor reference

BestOf 2025 · 1

8.04 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
7.340.8620.610109.29A40Success 10 imagesFrozen reference4c551f37
2
Professor reference
BestOf 2025 · 2Reference
7.380.8610.700101.39A40Success 10 imagesFrozen referencec64582d3
3
Professor reference
BestOf 2025 · 1Reference
8.040.8050.70280.61A40Success 10 imagesFrozen reference39f46132
4
Professor reference
BestOf IASDAPP2026 · 2Reference
9.730.8840.50489.66A40Success 10 imagesFrozen reference7356859e
5
Professor reference
BestOf Bachelor2024Reference
12.660.8740.653173.54A40Success 10 imagesFrozen reference993c998a
6
Professor reference
BestOf DL3IASO2026 · 1Reference
16.940.6680.50191.19A40Success 10 imagesFrozen referenceb546a7bb
7
Professor reference
BestOf 2024 · 1Reference
17.890.7290.57585.15A40Success 10 imagesFrozen referencec835ac05
8
Professor reference
BestOf 2024 · 2Reference
18.000.7930.54482.44A40Success 10 imagesFrozen reference8206b67b
9
Professor reference
BestOf 2023 · 1Reference
18.050.5620.250103.51A40Success 10 imagesFrozen reference944272bd
10
Professor reference
BestOf DL3IASO2026 · 2Reference
19.200.5820.135109.99A40Success 10 imagesFrozen reference0838ee7a
11
Professor reference
BestOf 2023 · 2Reference
36.300.5240.27595.67A40Success 10 imagesFrozen reference836a496b
12
Professor reference
VanillaGANReference
49.330.4670.19274.05A40Success 10 imagesFrozen reference4b4d8ba1
13
teachShaicodeaminesaadi2312
Sbo3a2026 group
383.600.0000.000100.49CPUSuccess 10 imagesRepositoryac0acbeb
14
Pola03MaryamShiranrcuadro-IASD
Latent Dwellers2026 group
383.680.0000.00083.08CPUSuccess 10 imagesRepository70822856
15
Dams0601F1rasss
HQHD2026 group
383.730.0000.00076.49CPUSuccess 10 imagesRepositorydf0fd5c9
16
quentinRevillonNicolo456noe-mosca
TP2026 group
383.760.0000.00091.88CPUSuccess 10 imagesRepository251da46f
17
Loui0-0
ganberge2026 group
383.830.0000.00077.76CPUSuccess 10 imagesRepositorya0dd78f3
18
f-chen88GuindoAissataIka807
Que la GAN2026 group
383.870.0000.00095.04CPUSuccess 10 imagesRepositoryf0426862
19
greglcrhibacheikh
A22026 group
383.880.0000.00095.89CPUSuccess 10 imagesRepository9bbb5fbb
20
cctr002
Réveille-toi Canna2026 group
383.900.0000.00099.94CPUSuccess 10 imagesRepository9ec18cc6
21
arthur-oudeyerFalgunyEmarim-boughanm
Klick2026 group
383.950.0000.00092.42CPUSuccess 10 imagesRepository5c6ffe1c
22
Haidar-yousifYanisMrmrlorisamorese
3StochasticParrots2026 group
384.060.0000.00095.56CPUSuccess 10 imagesRepository823dc06f
23
alexandrenoel20naomibronstein
jaipasdidéesdenomdegroupe2026 group
384.230.0000.00094.92CPUSuccess 10 imagesRepository9569e8ad
24
AlGoRythm3000joao-alcindosalva24IASD
Tung Tung Tung Tung Tung GANur2026 group
384.270.0000.00073.29CPUSuccess 10 imagesRepository41cd6a4f
25
Benjamin-WilhelmleroysomerGaspardMalhomme
CreativeConcepts2026 group
384.370.0000.00078.82CPUSuccess 10 imagesRepository1b1595ed
26
sha098213
Skill issue2026 group
384.420.0000.00093.43CPUSuccess 10 imagesRepositoryea39eed9
27
yassinemethni
blue2026 group
384.470.0000.00095.48CPUSuccess 10 imagesRepositoryb3c8683a
28
KaterinaGalkinaArmandVincenthonganh7263-debug
AKA2026 group
384.530.0000.00091.02CPUSuccess 10 imagesRepository65f5b79e
29
lekoduckhoiraphael-ux
DLR2026 group
384.620.0000.00078.71CPUSuccess 10 imagesRepositoryaf21f6db
30
HakimTaoufik
Group 172026 group
384.650.0000.00075.94CPUSuccess 10 imagesRepositoryf83df342
31
Zomack270leonhogJimRam14
DauDauBis2026 group
384.700.0000.00077.32CPUSuccess 10 imagesRepository9593651f
32
rogeju
NYBandits2026 group
384.980.0000.00095.72CPUSuccess 10 imagesRepositoryeb1ce2f7
33
AugustinBouquillard
Consistent GANaches2026 group
385.080.0000.00078.87CPUSuccess 10 imagesRepository7888e97f

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 20261027T040002Z · 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.