Master IASD · DataLab 2026

MNIST generation

A2 · FID, precision, recall and generated images

Updated 25 October 2026 · 06:11 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

7.49 FID

3
Professor reference

BestOf 2025 · 1

7.94 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
7.360.8630.712190.11A40Success 10 imagesFrozen referencec64582d3
2
Professor reference
BestOf IASDAPP2026 · 1Reference
7.490.8670.607108.62A40Success 10 imagesFrozen reference4c551f37
3
Professor reference
BestOf 2025 · 1Reference
7.940.8110.71099.23A40Success 10 imagesFrozen reference39f46132
4
Professor reference
BestOf IASDAPP2026 · 2Reference
9.450.8870.51981.13A40Success 10 imagesFrozen reference7356859e
5
Professor reference
BestOf Bachelor2024Reference
12.820.8710.661157.51A40Success 10 imagesFrozen reference993c998a
6
Professor reference
BestOf DL3IASO2026 · 1Reference
16.920.6650.510176.42A40Success 10 imagesFrozen referenceb546a7bb
7
Professor reference
BestOf 2024 · 2Reference
17.720.7990.55580.08A40Success 10 imagesFrozen reference8206b67b
8
Professor reference
BestOf 2024 · 1Reference
18.320.7110.58199.24A40Success 10 imagesFrozen referencec835ac05
9
Professor reference
BestOf 2023 · 1Reference
18.420.5640.251188.41A40Success 10 imagesFrozen reference944272bd
10
Professor reference
BestOf DL3IASO2026 · 2Reference
19.200.5740.155182.77A40Success 10 imagesFrozen reference0838ee7a
11
Professor reference
BestOf 2023 · 2Reference
36.620.5270.310100.37A40Success 10 imagesFrozen reference836a496b
12
Professor reference
VanillaGANReference
49.190.4720.19285.24A40Success 10 imagesFrozen reference4b4d8ba1
13
KaterinaGalkinaArmandVincenthonganh7263-debug
AKA2026 group
383.430.0000.00080.20CPUSuccess 10 imagesRepository65f5b79e
14
arthur-oudeyerFalgunyEmarim-boughanm
Klick2026 group
383.550.0000.00079.89CPUSuccess 10 imagesRepository5c6ffe1c
15
teachShaicodeaminesaadi2312
Sbo3a2026 group
383.750.0000.00076.95CPUSuccess 10 imagesRepositoryac0acbeb
16
AlGoRythm3000joao-alcindosalva24IASD
Tung Tung Tung Tung Tung GANur2026 group
384.290.0000.00091.59CPUSuccess 10 imagesRepository41cd6a4f
17
quentinRevillonNicolo456noe-mosca
TP2026 group
384.620.0000.00074.35CPUSuccess 10 imagesRepository251da46f
18
rogeju
NYBandits2026 group
384.910.0000.00084.58CPUSuccess 10 imagesRepositoryeb1ce2f7

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 20261025T040001Z · 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.