Master IASD · DataLab 2026

MNIST generation

A2 · FID, precision, recall and generated images

Updated 24 October 2026 · 06:03 CESTDaily 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

7.25 FID

2
Professor reference

BestOf 2025 · 2

7.44 FID

3
Professor reference

BestOf 2025 · 1

8.10 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
7.250.8660.60482.46A40Success 10 imagesFrozen reference4c551f37
2
Professor reference
BestOf 2025 · 2Reference
7.440.8670.71383.84A40Success 10 imagesFrozen referencec64582d3
3
Professor reference
BestOf 2025 · 1Reference
8.100.8030.71174.88A40Success 10 imagesFrozen reference39f46132
4
Professor reference
BestOf IASDAPP2026 · 2Reference
9.540.8780.51290.19A40Success 10 imagesFrozen reference7356859e
5
Professor reference
BestOf Bachelor2024Reference
12.300.8790.655151.29A40Success 10 imagesFrozen reference993c998a
6
Professor reference
BestOf DL3IASO2026 · 1Reference
16.750.6720.48886.44A40Success 10 imagesFrozen referenceb546a7bb
7
Professor reference
BestOf 2024 · 2Reference
17.640.7970.55280.40A40Success 10 imagesFrozen reference8206b67b
8
Professor reference
BestOf 2023 · 1Reference
18.280.5700.24585.21A40Success 10 imagesFrozen reference944272bd
9
Professor reference
BestOf 2024 · 1Reference
18.520.7150.57682.18A40Success 10 imagesFrozen referencec835ac05
10
Professor reference
BestOf DL3IASO2026 · 2Reference
19.490.5780.18593.06A40Success 10 imagesFrozen reference0838ee7a
11
Professor reference
BestOf 2023 · 2Reference
36.340.5220.32685.53A40Success 10 imagesFrozen reference836a496b
12
Professor reference
VanillaGANReference
49.510.4690.16580.32A40Success 10 imagesFrozen reference4b4d8ba1
13
KaterinaGalkinahonganh7263-debug
AKA2026 group
383.530.0000.00071.33CPUSuccess 10 imagesRepository65f5b79e
14
AlGoRythm3000joao-alcindosalva24IASD
Tung Tung Tung Tung Tung GANur2026 group
383.940.0000.00072.84CPUSuccess 10 imagesRepository41cd6a4f
15
aminesaadi2312
Sbo3a2026 group
384.240.0000.00072.33CPUSuccess 10 imagesRepositoryac0acbeb
16
arthur-oudeyerFalgunyEmarim-boughanm
Klick2026 group
384.250.0000.00071.82CPUSuccess 10 imagesRepository5c6ffe1c
17
quentinRevillonNicolo456noe-mosca
TP2026 group
384.260.0000.00073.60CPUSuccess 10 imagesRepository251da46f

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 20261024T030001Z · 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.