Master IASD · DataLab 2026

MNIST generation

A2 · FID, precision, recall and generated images

Updated 06 November 2026 · 07:34 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

7.25 FID

3
Professor reference

BestOf 2025 · 2

7.58 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
5.720.8930.71378.98CPUSuccess 10 imagesRepositoryf6344bdb
2
Professor reference
BestOf IASDAPP2026 · 1Reference
7.250.8660.60985.86A40Success 10 imagesFrozen reference4c551f37
3
Professor reference
BestOf 2025 · 2Reference
7.580.8570.70479.89A40Success 10 imagesFrozen referencec64582d3
4
Professor reference
BestOf 2025 · 1Reference
8.140.8030.72274.77A40Success 10 imagesFrozen reference39f46132
5
Professor reference
BestOf IASDAPP2026 · 2Reference
9.610.8800.50783.28A40Success 10 imagesFrozen reference7356859e
6
Professor reference
BestOf Bachelor2024Reference
12.640.8800.655143.42A40Success 10 imagesFrozen reference993c998a
7
aaidoudi91maitsel-gifleogruchociak
Group 242026 group
13.060.5340.24465.09CPUSuccess 10 imagesRepository640f4b23
8
greglcrNathanDuboissethibacheikh
A22026 group
13.460.8030.67478.73CPUSuccess 10 imagesRepositorye64cf23c
9
MangKaGOmanelwnourceneB
CLM2026 group
16.510.7590.66278.50CPUSuccess 10 imagesRepository150a4f9c
10
dinoroberdemircctr002Alexis91800
Réveille-toi Canna2026 group
16.820.7270.66398.94CPUSuccess 10 imagesRepository606a6d40
11
Professor reference
BestOf DL3IASO2026 · 1Reference
17.000.6700.49687.61A40Success 10 imagesFrozen referenceb546a7bb
12
Professor reference
BestOf 2023 · 1Reference
17.960.5670.23785.49A40Success 10 imagesFrozen reference944272bd
13
Professor reference
BestOf 2024 · 2Reference
17.990.7960.54078.93A40Success 10 imagesFrozen reference8206b67b
14
Tpiettonaladin20cPuuuu-cr
Group 372026 group
18.020.7220.59071.63CPUSuccess 10 imagesRepository2befc005
15
Stalko123ZieBerthewandrillebv
GANgnam style2026 group
18.220.7790.56182.77CPUSuccess 10 imagesRepository6164b6e5
16
Professor reference
BestOf 2024 · 1Reference
18.460.7120.60186.23A40Success 10 imagesFrozen referencec835ac05
17
FrodogornHakimTaoufikclemencejin888
Group 172026 group
18.880.5940.25570.79CPUSuccess 10 imagesRepositoryf1965525
18
Professor reference
BestOf DL3IASO2026 · 2Reference
19.560.5830.15783.59A40Success 10 imagesFrozen reference0838ee7a
19
Benjamin-WilhelmleroysomerGaspardMalhomme
CreativeConcepts2026 group
20.650.7640.505102.66CPUSuccess 10 imagesRepository59b7c103
20
quentinRevillonNicolo456noe-mosca
TP2026 group
21.860.7020.57671.42CPUSuccess 10 imagesRepositoryfbdd93f1
21
romain-oQuentinz12omarbargach
QOR2026 group
22.550.8310.63978.27CPUSuccess 10 imagesRepository75e2e0ff
22
S-Cordeirosyldehaeya-brad
SES_team2026 group
22.970.5720.19475.77CPUSuccess 10 imagesRepository2817a902
23
Haidar-yousifYanisMrmru5318996810-glitch
3StochasticParrots2026 group
27.610.5200.20680.21CPUSuccess 10 imagesRepository5a0dda42
24
fumseckkalexandrenoel20naomibronstein
jaipasdidéesdenomdegroupe2026 group
28.210.5160.21375.97CPUSuccess 10 imagesRepository9739e087
25
MobinaMhrPaul-Huber7sha098213
Skill issue2026 group
29.680.5290.21471.24CPUSuccess 10 imagesRepositorya11bdc5e
26
KaterinaGalkinaArmandVincenthonganh7263-debug
AKA2026 group
30.410.5140.25376.05CPUSuccess 10 imagesRepository5fd56890
27
g4briel-cmdrogejuGitM27
NYBandits2026 group
32.910.4820.22074.85CPUSuccess 10 imagesRepository7e78aab7
28
Baude04erwanmadMateoDeschildre
CirylGan2026 group
33.090.5060.20869.43CPUSuccess 10 imagesRepository2a2dd68f
29
Professor reference
BestOf 2023 · 2Reference
36.230.5210.29983.00A40Success 10 imagesFrozen reference836a496b
30
Dams0601F1rasssToitoine1
HQHD2026 group
36.500.7120.50278.13CPUSuccess 10 imagesRepositorye93fb326
31
arthur-oudeyerFalgunyEmarim-boughanm
Klick2026 group
39.410.7170.482420.41CPUSuccess 10 imagesRepository912f2831
32
roeyzaw1arielgg46jvshangold
The Ambassadors2026 group
39.730.4980.29176.04CPUSuccess 10 imagesRepository2e2c8406
33
Mahdi-MarvAugustinBouquillardlorisamorese
Consistent GANaches2026 group
42.610.6040.44579.19CPUSuccess 10 imagesRepository471a1f55
34
LiLinduoNikosKontCenzito
GANsters2026 group
45.550.5940.46566.91CPUSuccess 10 imagesRepository1fef4222
35
Pola03MaryamShiranrcuadro-IASD
Latent Dwellers2026 group
47.200.5780.37867.88CPUSuccess 10 imagesRepositoryc60e0d9e
36
Professor reference
VanillaGANReference
50.290.4640.15181.85A40Success 10 imagesFrozen reference4b4d8ba1
37
tlabrandeGautierGabrielThaninaSIOUANI
Madeleines2026 group
60.800.5390.00073.84CPUSuccess 10 imagesRepositorycc424795
38
AlGoRythm3000joao-alcindosalva24IASD
Tung Tung Tung Tung Tung GANur2026 group
98.500.4250.20079.29CPUSuccess 10 imagesRepository7f3f473f
39
ComeRochasAlexandDecArthurCommunal2
Lamine Yamal2026 group
383.280.0000.00080.34CPUSuccess 10 imagesRepository1d9806b5
40
MahdiNoori2003Farouk-00cchalon-projects
Group 332026 group
383.310.0000.00072.27CPUSuccess 10 imagesRepository20a10c73
41
f-chen88GuindoAissataIka807
Que la GAN2026 group
383.330.0000.00074.63CPUSuccess 10 imagesRepositoryf0426862
42
eoghanCheveteachShaicodeaminesaadi2312
Sbo3a2026 group
383.400.0000.00071.15CPUSuccess 10 imagesRepository816d8b16
43
ExatioyuyDaihadriennouvel
Data Lab - 22026 group
383.780.0000.00071.63CPUSuccess 10 imagesRepository2b281e11
44
beyremmerdassi
Data-22026 group
383.810.0000.00079.84CPUSuccess 10 imagesRepository85ed7cff
45
yassinemethniTbeck27-labClementGPP
blue2026 group
384.110.0000.00074.45CPUSuccess 10 imagesRepositoryb3c8683a
46
Imane2410Ahmed-ux1502mohamed-meghrous
LaMasIA2026 group
384.340.0000.00069.65CPUSuccess 10 imagesRepositorya858dd8d
47
AymericPaponMartinJessenneleopmr
MNISLOP2026 group
384.710.0000.00069.89CPUSuccess 10 imagesRepository1fa813d8
48
JeanGrngValentinJourdanvincentami1
RTFM2026 group
384.750.0000.00073.42CPUSuccess 10 imagesRepositoryd896a99f
—
lucas3600Frangipanusvictor-jourdan
Bach enjoyers2026 group
———24.23CPUError images: ValueError: Expected exactly 10000 PNG images in samples/, found 1422 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
—
rdc-enschaylaalois
Group 392026 group
————Pending —Repository pending
—
Loui0-0EyfelixakselDang
ganberge2026 group
———77.62CPUError 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 20261106T040001Z · 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.