Master IASD · DataLab 2026

MNIST generation

A2 · FID, precision, recall and generated images

Updated 26 October 2026 · 06:31 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 2025 · 2

7.36 FID

2
Professor reference

BestOf IASDAPP2026 · 1

7.43 FID

3
Professor reference

BestOf 2025 · 1

8.25 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 2025 · 2Reference
7.360.8590.70984.38A40Success 10 imagesFrozen referencec64582d3
2
Professor reference
BestOf IASDAPP2026 · 1Reference
7.430.8690.59983.00A40Success 10 imagesFrozen reference4c551f37
3
Professor reference
BestOf 2025 · 1Reference
8.250.8100.70475.08A40Success 10 imagesFrozen reference39f46132
4
Professor reference
BestOf IASDAPP2026 · 2Reference
9.350.8820.51488.18A40Success 10 imagesFrozen reference7356859e
5
Professor reference
BestOf Bachelor2024Reference
12.840.8740.661128.56A40Success 10 imagesFrozen reference993c998a
6
Professor reference
BestOf DL3IASO2026 · 1Reference
16.950.6650.504109.89A40Success 10 imagesFrozen referenceb546a7bb
7
Professor reference
BestOf 2024 · 2Reference
17.810.7930.53884.48A40Success 10 imagesFrozen reference8206b67b
8
Professor reference
BestOf 2023 · 1Reference
18.070.5620.24386.08A40Success 10 imagesFrozen reference944272bd
9
Professor reference
BestOf 2024 · 1Reference
18.570.7210.577106.73A40Success 10 imagesFrozen referencec835ac05
10
Professor reference
BestOf DL3IASO2026 · 2Reference
19.240.5710.149106.32A40Success 10 imagesFrozen reference0838ee7a
11
Professor reference
BestOf 2023 · 2Reference
36.440.5320.31699.55A40Success 10 imagesFrozen reference836a496b
12
Professor reference
VanillaGANReference
50.030.4670.16584.32A40Success 10 imagesFrozen reference4b4d8ba1
13
greglcrhibacheikh
A22026 group
383.180.0000.00091.56CPUSuccess 10 imagesRepository9bbb5fbb
14
alexandrenoel20naomibronstein
jaipasdidéesdenomdegroupe2026 group
383.580.0000.00070.59CPUSuccess 10 imagesRepository9569e8ad
15
rogeju
NYBandits2026 group
383.660.0000.00072.93CPUSuccess 10 imagesRepositoryeb1ce2f7
16
sha098213
Skill issue2026 group
383.830.0000.00099.76CPUSuccess 10 imagesRepositoryea39eed9
17
teachShaicodeaminesaadi2312
Sbo3a2026 group
384.000.0000.00073.65CPUSuccess 10 imagesRepositoryac0acbeb
18
quentinRevillonNicolo456noe-mosca
TP2026 group
384.020.0000.00087.19CPUSuccess 10 imagesRepository251da46f
19
AlGoRythm3000joao-alcindosalva24IASD
Tung Tung Tung Tung Tung GANur2026 group
384.250.0000.00098.82CPUSuccess 10 imagesRepository41cd6a4f
20
leonhogJimRam14
DauDauBis2026 group
384.300.0000.00095.52CPUSuccess 10 imagesRepository9593651f
21
KaterinaGalkinaArmandVincenthonganh7263-debug
AKA2026 group
384.310.0000.000102.03CPUSuccess 10 imagesRepository65f5b79e
22
YanisMrmr
3StochasticParrots2026 group
384.440.0000.00088.04CPUSuccess 10 imagesRepository823dc06f
23
arthur-oudeyerFalgunyEmarim-boughanm
Klick2026 group
384.520.0000.00067.45CPUSuccess 10 imagesRepository5c6ffe1c

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 20261026T040001Z · 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.