Master IASD · DataLab 2026

MNIST generation

A2 · FID, precision, recall and generated images

Updated 08 November 2026 · 08:00 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

7.33 FID

3
Professor reference

BestOf 2025 · 2

7.42 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
5.720.8930.71371.29CPUSuccess 10 imagesRepositoryf6344bdb
2
Professor reference
BestOf IASDAPP2026 · 1Reference
7.330.8720.620132.96A40Success 10 imagesFrozen reference4c551f37
3
Professor reference
BestOf 2025 · 2Reference
7.420.8660.70792.37A40Success 10 imagesFrozen referencec64582d3
4
Professor reference
BestOf 2025 · 1Reference
8.030.8040.71182.19A40Success 10 imagesFrozen reference39f46132
5
Professor reference
BestOf IASDAPP2026 · 2Reference
9.540.8840.51688.67A40Success 10 imagesFrozen reference7356859e
6
JeanGrngValentinJourdanvincentami1
RTFM2026 group
9.770.8350.68172.23CPUSuccess 10 imagesRepositoryf5896de5
7
tlabrandeGautierGabrielThaninaSIOUANI
Madeleines2026 group
11.490.5690.36275.34CPUSuccess 10 imagesRepository33995c3f
8
Professor reference
BestOf Bachelor2024Reference
12.830.8710.660405.05A40Success 10 imagesFrozen reference993c998a
9
aaidoudi91maitsel-gifleogruchociak
Group 242026 group
13.060.5340.24482.77CPUSuccess 10 imagesRepository640f4b23
10
greglcrNathanDuboissethibacheikh
A22026 group
13.460.8030.67462.85CPUSuccess 10 imagesRepositorye64cf23c
11
g4briel-cmdrogejuGitM27
NYBandits2026 group
13.840.5630.32775.59CPUSuccess 10 imagesRepository936f4c91
12
Dams0601F1rasssToitoine1
HQHD2026 group
14.880.8850.57993.26CPUSuccess 10 imagesRepositoryd115d6ca
13
MangKaGOmanelwnourceneB
CLM2026 group
16.510.7590.66266.56CPUSuccess 10 imagesRepository150a4f9c
14
dinoroberdemircctr002Alexis91800
Réveille-toi Canna2026 group
16.820.7270.663119.49CPUSuccess 10 imagesRepository7cedc89f
15
Professor reference
BestOf DL3IASO2026 · 1Reference
16.870.6780.50195.22A40Success 10 imagesFrozen referenceb546a7bb
16
Professor reference
BestOf 2024 · 2Reference
17.390.8030.54882.71A40Success 10 imagesFrozen reference8206b67b
17
Tpiettonaladin20cPuuuu-cr
Group 372026 group
17.870.7310.55790.99CPUSuccess 10 imagesRepository2befc005
18
Professor reference
BestOf 2023 · 1Reference
18.030.5680.25993.33A40Success 10 imagesFrozen reference944272bd
19
Stalko123ZieBerthewandrillebv
GANgnam style2026 group
18.220.7790.56186.36CPUSuccess 10 imagesRepository6164b6e5
20
Professor reference
BestOf 2024 · 1Reference
18.340.7190.581143.53A40Success 10 imagesFrozen referencec835ac05
21
Professor reference
BestOf DL3IASO2026 · 2Reference
18.980.5730.15787.29A40Success 10 imagesFrozen reference0838ee7a
22
FrodogornHakimTaoufikclemencejin888
Group 172026 group
19.530.5910.24176.60CPUSuccess 10 imagesRepositoryf1965525
23
Benjamin-WilhelmleroysomerGaspardMalhomme
CreativeConcepts2026 group
20.650.7640.505156.93CPUSuccess 10 imagesRepository59b7c103
24
quentinRevillonNicolo456noe-mosca
TP2026 group
21.590.7020.58577.21CPUSuccess 10 imagesRepositoryfbdd93f1
25
S-Cordeirosyldehaeya-brad
SES_team2026 group
22.460.5700.15775.50CPUSuccess 10 imagesRepository2817a902
26
romain-oQuentinz12omarbargach
QOR2026 group
22.550.8310.63976.44CPUSuccess 10 imagesRepository75e2e0ff
27
Haidar-yousifYanisMrmru5318996810-glitch
3StochasticParrots2026 group
26.870.5280.22363.31CPUSuccess 10 imagesRepository5a0dda42
28
fumseckkalexandrenoel20naomibronstein
jaipasdidéesdenomdegroupe2026 group
27.870.5100.22276.60CPUSuccess 10 imagesRepositoryb9ee66d2
29
KaterinaGalkinaArmandVincenthonganh7263-debug
AKA2026 group
28.050.5070.242300.08CPUSuccess 10 imagesRepository8b72ea0f
30
Baude04erwanmadMateoDeschildre
CirylGan2026 group
33.620.5050.17069.82CPUSuccess 10 imagesRepository3ac001f2
31
LiLinduoNikosKontCenzito
GANsters2026 group
34.620.6580.35874.19CPUSuccess 10 imagesRepository06b36424
32
Professor reference
BestOf 2023 · 2Reference
35.740.5250.29996.93A40Success 10 imagesFrozen reference836a496b
33
MobinaMhrPaul-Huber7sha098213
Skill issue2026 group
38.410.7260.42578.43CPUSuccess 10 imagesRepository867d3d63
34
arthur-oudeyerFalgunyEmarim-boughanm
Klick2026 group
39.610.7090.480326.33CPUSuccess 10 imagesRepository912f2831
35
roeyzaw1arielgg46jvshangold
The Ambassadors2026 group
39.860.4990.27975.75CPUSuccess 10 imagesRepository2e2c8406
36
Mahdi-MarvAugustinBouquillardlorisamorese
Consistent GANaches2026 group
42.610.6040.44565.96CPUSuccess 10 imagesRepository471a1f55
37
f-chen88GuindoAissataIka807
Que la GAN2026 group
42.920.6820.50770.48CPUSuccess 10 imagesRepository7165cd97
38
Professor reference
VanillaGANReference
49.840.4590.17490.61A40Success 10 imagesFrozen reference4b4d8ba1
39
ComeRochasAlexandDecArthurCommunal2
Lamine Yamal2026 group
56.420.5170.10170.28CPUSuccess 10 imagesRepositoryef3aa53e
40
AlGoRythm3000joao-alcindosalva24IASD
Tung Tung Tung Tung Tung GANur2026 group
98.500.4250.20074.24CPUSuccess 10 imagesRepository7f3f473f
41
MahdiNoori2003Farouk-00cchalon-projects
Group 332026 group
383.970.0000.000103.25CPUSuccess 10 imagesRepository20a10c73
42
Imane2410Ahmed-ux1502mohamed-meghrous
LaMasIA2026 group
384.000.0000.00085.55CPUSuccess 10 imagesRepositorya858dd8d
43
AymericPaponMartinJessenneleopmr
MNISLOP2026 group
384.170.0000.00079.29CPUSuccess 10 imagesRepository0aa59047
44
eoghanCheveteachShaicodeaminesaadi2312
Sbo3a2026 group
384.180.0000.00073.18CPUSuccess 10 imagesRepository816d8b16
45
ExatioyuyDaihadriennouvel
Data Lab - 22026 group
384.290.0000.000136.82CPUSuccess 10 imagesRepository2b281e11
46
rdc-enschaylaalois
AR2026 group
384.490.0000.00081.74CPUSuccess 10 imagesRepositoryafc8a6b6
47
beyremmerdassi
Data-22026 group
384.860.0000.00073.84CPUSuccess 10 imagesRepository85ed7cff
48
yassinemethniTbeck27-labClementGPP
blue2026 group
384.870.0000.00069.67CPUSuccess 10 imagesRepositoryb3c8683a
—
lucas3600Frangipanusvictor-jourdan
Bach enjoyers2026 group
———22.57CPUError images: ValueError: Expected exactly 10000 PNG images in samples/, found 1460 entries—Repositorya2f0a1dd
—
Zomack270leonhogJimRam14
DauDauBis2026 group
————CPUError generation: RuntimeError: Process exited with code 1. Using device: CPU Model Loading... Model loaded. Start Generating Traceback (most recent call last): File "/work/generate.py", line 51, in <module> imgs, rate = obrs_sample(model, D, 10000, obrs_k, device, bs=args.batch_size, ~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ z_scale=args.truncation_psi) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/env/lib/python3.13/site-packages/torch/utils/_contextlib.py", line 124, in decorate_context return func(*args, **kwargs) File "/work/utils.py", line 71, in obrs_sample log_c = calibrate_log_c(fake_logits(D, G, n_calib, device, bs), K) ^^^^^^^^^^^^^^^ NameError: name 'calibrate_log_c' is not defined —Repository050c8edd
—
chaylaalois
Group 392026 group
————Pending —Repository pending
—
Pola03MaryamShiranrcuadro-IASD
Latent Dwellers2026 group
————Error Repository symlinks and special files are not supported—Repository
—
Loui0-0EyfelixakselDang
ganberge2026 group
———74.64CPUError 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 20261108T040002Z · 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.