Master IASD · DataLab 2026

MNIST generation

A2 · FID, precision, recall and generated images

Updated 07 November 2026 · 07:45 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 2025 · 2

7.41 FID

3
Professor reference

BestOf IASDAPP2026 · 1

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
5.720.8930.71373.68CPUSuccess 10 imagesRepositoryf6344bdb
2
Professor reference
BestOf 2025 · 2Reference
7.410.8550.70289.47A40Success 10 imagesFrozen referencec64582d3
3
Professor reference
BestOf IASDAPP2026 · 1Reference
7.420.8660.61193.84A40Success 10 imagesFrozen reference4c551f37
4
Professor reference
BestOf 2025 · 1Reference
8.030.8070.70271.79A40Success 10 imagesFrozen reference39f46132
5
Professor reference
BestOf IASDAPP2026 · 2Reference
9.560.8830.51481.16A40Success 10 imagesFrozen reference7356859e
6
JeanGrngValentinJourdanvincentami1
RTFM2026 group
10.350.8400.67282.50CPUSuccess 10 imagesRepositoryfd3f0eba
7
Professor reference
BestOf Bachelor2024Reference
12.400.8730.658142.29A40Success 10 imagesFrozen reference993c998a
8
aaidoudi91maitsel-gifleogruchociak
Group 242026 group
13.060.5340.24464.77CPUSuccess 10 imagesRepository640f4b23
9
greglcrNathanDuboissethibacheikh
A22026 group
13.460.8030.67471.27CPUSuccess 10 imagesRepositorye64cf23c
10
Dams0601F1rasssToitoine1
HQHD2026 group
14.880.8850.57971.86CPUSuccess 10 imagesRepositoryd1767d26
11
g4briel-cmdrogejuGitM27
NYBandits2026 group
15.640.5610.36572.39CPUSuccess 10 imagesRepository2b0447eb
12
MangKaGOmanelwnourceneB
CLM2026 group
16.510.7590.66282.76CPUSuccess 10 imagesRepository150a4f9c
13
dinoroberdemircctr002Alexis91800
Réveille-toi Canna2026 group
16.820.7270.66388.97CPUSuccess 10 imagesRepository61e1fd3d
14
Professor reference
BestOf DL3IASO2026 · 1Reference
16.830.6750.51289.78A40Success 10 imagesFrozen referenceb546a7bb
15
Professor reference
BestOf 2024 · 2Reference
17.480.7960.55785.90A40Success 10 imagesFrozen reference8206b67b
16
Professor reference
BestOf 2023 · 1Reference
18.160.5680.23389.18A40Success 10 imagesFrozen reference944272bd
17
Professor reference
BestOf 2024 · 1Reference
18.180.7240.57582.10A40Success 10 imagesFrozen referencec835ac05
18
Stalko123ZieBerthewandrillebv
GANgnam style2026 group
18.220.7790.56183.13CPUSuccess 10 imagesRepository6164b6e5
19
Tpiettonaladin20cPuuuu-cr
Group 372026 group
18.470.7260.58075.23CPUSuccess 10 imagesRepository2befc005
20
FrodogornHakimTaoufikclemencejin888
Group 172026 group
19.040.6040.27875.25CPUSuccess 10 imagesRepositoryf1965525
21
Professor reference
BestOf DL3IASO2026 · 2Reference
19.340.5840.15579.76A40Success 10 imagesFrozen reference0838ee7a
22
Benjamin-WilhelmleroysomerGaspardMalhomme
CreativeConcepts2026 group
20.650.7640.505101.51CPUSuccess 10 imagesRepository59b7c103
23
quentinRevillonNicolo456noe-mosca
TP2026 group
21.710.7070.59776.16CPUSuccess 10 imagesRepositoryfbdd93f1
24
S-Cordeirosyldehaeya-brad
SES_team2026 group
22.420.5700.15173.54CPUSuccess 10 imagesRepository2817a902
25
romain-oQuentinz12omarbargach
QOR2026 group
22.550.8310.63981.17CPUSuccess 10 imagesRepository75e2e0ff
26
Haidar-yousifYanisMrmru5318996810-glitch
3StochasticParrots2026 group
27.740.5260.20472.05CPUSuccess 10 imagesRepository5a0dda42
27
KaterinaGalkinaArmandVincenthonganh7263-debug
AKA2026 group
28.050.5070.242287.78CPUSuccess 10 imagesRepository8b72ea0f
28
fumseckkalexandrenoel20naomibronstein
jaipasdidéesdenomdegroupe2026 group
28.070.5060.21869.63CPUSuccess 10 imagesRepositoryb9ee66d2
29
MobinaMhrPaul-Huber7sha098213
Skill issue2026 group
29.680.5290.21479.67CPUSuccess 10 imagesRepository642bd3fc
30
f-chen88GuindoAissataIka807
Que la GAN2026 group
29.820.5070.21079.27CPUSuccess 10 imagesRepository3df98bba
31
Baude04erwanmadMateoDeschildre
CirylGan2026 group
33.470.5140.21475.84CPUSuccess 10 imagesRepository2a2dd68f
32
Professor reference
BestOf 2023 · 2Reference
36.040.5230.30780.03A40Success 10 imagesFrozen reference836a496b
33
roeyzaw1arielgg46jvshangold
The Ambassadors2026 group
39.370.4980.29071.54CPUSuccess 10 imagesRepository2e2c8406
34
arthur-oudeyerFalgunyEmarim-boughanm
Klick2026 group
39.390.7060.484404.81CPUSuccess 10 imagesRepository912f2831
35
Mahdi-MarvAugustinBouquillardlorisamorese
Consistent GANaches2026 group
42.610.6040.44574.85CPUSuccess 10 imagesRepository471a1f55
36
LiLinduoNikosKontCenzito
GANsters2026 group
45.280.6020.40868.19CPUSuccess 10 imagesRepository1fef4222
37
Professor reference
VanillaGANReference
49.280.4670.19180.92A40Success 10 imagesFrozen reference4b4d8ba1
38
tlabrandeGautierGabrielThaninaSIOUANI
Madeleines2026 group
60.800.5390.00078.13CPUSuccess 10 imagesRepositorycc424795
39
AlGoRythm3000joao-alcindosalva24IASD
Tung Tung Tung Tung Tung GANur2026 group
98.500.4250.20076.50CPUSuccess 10 imagesRepository7f3f473f
40
ComeRochasAlexandDecArthurCommunal2
Lamine Yamal2026 group
103.320.5770.03477.62CPUSuccess 10 imagesRepository215909f4
41
yassinemethniTbeck27-labClementGPP
blue2026 group
383.330.0000.00079.56CPUSuccess 10 imagesRepositoryb3c8683a
42
beyremmerdassi
Data-22026 group
383.560.0000.00078.48CPUSuccess 10 imagesRepository85ed7cff
43
eoghanCheveteachShaicodeaminesaadi2312
Sbo3a2026 group
383.700.0000.00076.01CPUSuccess 10 imagesRepository816d8b16
44
MahdiNoori2003Farouk-00cchalon-projects
Group 332026 group
383.770.0000.00075.68CPUSuccess 10 imagesRepository20a10c73
45
rdc-enschaylaalois
AR2026 group
383.890.0000.00070.00CPUSuccess 10 imagesRepositoryafc8a6b6
46
ExatioyuyDaihadriennouvel
Data Lab - 22026 group
384.290.0000.00077.29CPUSuccess 10 imagesRepository2b281e11
47
AymericPaponMartinJessenneleopmr
MNISLOP2026 group
384.360.0000.00077.89CPUSuccess 10 imagesRepository1fa813d8
48
Imane2410Ahmed-ux1502mohamed-meghrous
LaMasIA2026 group
384.990.0000.00073.86CPUSuccess 10 imagesRepositorya858dd8d
—
lucas3600Frangipanusvictor-jourdan
Bach enjoyers2026 group
———28.19CPUError images: ValueError: Expected exactly 10000 PNG images in samples/, found 1508 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 snapshot exceeds 1 GiB—Repository
—
Loui0-0EyfelixakselDang
ganberge2026 group
———69.84CPUError 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 20261107T040001Z · 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.