Master IASD · DataLab 2026

MNIST generation

A2 · FID, precision, recall and generated images

Updated 04 November 2026 · 07:29 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

6.22 FID

2
Professor reference

BestOf IASDAPP2026 · 1

7.27 FID

3
Professor reference

BestOf 2025 · 2

7.50 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
6.220.8980.70275.36CPUSuccess 10 imagesRepository62b36595
2
Professor reference
BestOf IASDAPP2026 · 1Reference
7.270.8640.60384.82A40Success 10 imagesFrozen reference4c551f37
3
Professor reference
BestOf 2025 · 2Reference
7.500.8710.69781.39A40Success 10 imagesFrozen referencec64582d3
4
Professor reference
BestOf 2025 · 1Reference
8.240.8120.71767.18A40Success 10 imagesFrozen reference39f46132
5
Professor reference
BestOf IASDAPP2026 · 2Reference
9.660.8800.49481.13A40Success 10 imagesFrozen reference7356859e
6
Professor reference
BestOf Bachelor2024Reference
12.630.8800.656126.74A40Success 10 imagesFrozen reference993c998a
7
MangKaGOmanelwnourceneB
CLM2026 group
14.370.8240.60675.25CPUSuccess 10 imagesRepository06347836
8
Professor reference
BestOf DL3IASO2026 · 1Reference
16.890.6740.50690.10A40Success 10 imagesFrozen referenceb546a7bb
9
Professor reference
BestOf 2024 · 2Reference
17.770.7960.56277.59A40Success 10 imagesFrozen reference8206b67b
10
Tpiettonaladin20cPuuuu-cr
Group 372026 group
18.010.7240.55970.75CPUSuccess 10 imagesRepositoryc1a2bb49
11
Professor reference
BestOf 2023 · 1Reference
18.150.5600.22979.94A40Success 10 imagesFrozen reference944272bd
12
Professor reference
BestOf 2024 · 1Reference
18.490.7200.59579.61A40Success 10 imagesFrozen referencec835ac05
13
Zomack270leonhogJimRam14
DauDauBis2026 group
18.700.5350.28667.18CPUSuccess 10 imagesRepository1d618d58
14
FrodogornHakimTaoufikclemencejin888
Group 172026 group
19.130.6040.24975.58CPUSuccess 10 imagesRepositoryb7565827
15
Professor reference
BestOf DL3IASO2026 · 2Reference
19.570.5740.14577.73A40Success 10 imagesFrozen reference0838ee7a
16
Benjamin-WilhelmleroysomerGaspardMalhomme
CreativeConcepts2026 group
20.650.7640.50589.33CPUSuccess 10 imagesRepository4007beb4
17
S-Cordeirosyldehaeya-brad
SES_team2026 group
22.910.5760.16674.83CPUSuccess 10 imagesRepository2817a902
18
aaidoudi91maitsel-gifleogruchociak
Group 242026 group
25.770.5350.23268.69CPUSuccess 10 imagesRepository6dadc6ba
19
Haidar-yousifYanisMrmru5318996810-glitch
3StochasticParrots2026 group
26.970.5320.20274.01CPUSuccess 10 imagesRepository5a0dda42
20
Stalko123ZieBerthewandrillebv
GANgnam style2026 group
26.980.5700.28177.70CPUSuccess 10 imagesRepositoryf416c865
21
fumseckkalexandrenoel20naomibronstein
jaipasdidéesdenomdegroupe2026 group
28.160.5060.22869.37CPUSuccess 10 imagesRepository9739e087
22
KaterinaGalkinaArmandVincenthonganh7263-debug
AKA2026 group
28.790.5120.22073.76CPUSuccess 10 imagesRepositoryae072b64
23
MobinaMhrPaul-Huber7sha098213
Skill issue2026 group
29.680.5290.21473.43CPUSuccess 10 imagesRepositorya11bdc5e
24
Baude04erwanmadMateoDeschildre
CirylGan2026 group
32.850.4990.25567.48CPUSuccess 10 imagesRepository7bbbc5ec
25
Dams0601F1rasssToitoine1
HQHD2026 group
36.500.7120.50273.71CPUSuccess 10 imagesRepositorye93fb326
26
Professor reference
BestOf 2023 · 2Reference
36.560.5190.25178.12A40Success 10 imagesFrozen reference836a496b
27
dinoroberdemircctr002Alexis91800
Réveille-toi Canna2026 group
38.490.6310.431195.99CPUSuccess 10 imagesRepositorye863fdfb
28
arthur-oudeyerFalgunyEmarim-boughanm
Klick2026 group
39.290.7050.505323.99CPUSuccess 10 imagesRepository62e9e263
29
quentinRevillonNicolo456noe-mosca
TP2026 group
44.020.7080.48171.56CPUSuccess 10 imagesRepository906cef82
30
greglcrNathanDuboissethibacheikh
A22026 group
44.860.6000.42972.11CPUSuccess 10 imagesRepository5c6ea5c4
31
LiLinduoNikosKontCenzito
GANsters2026 group
45.740.5980.42974.86CPUSuccess 10 imagesRepository1fef4222
32
roeyzaw1arielgg46jvshangold
The Ambassadors2026 group
46.970.5740.16377.53CPUSuccess 10 imagesRepository53394745
33
Pola03MaryamShiranrcuadro-IASD
Latent Dwellers2026 group
47.200.5780.37865.42CPUSuccess 10 imagesRepositoryeddadb19
34
Mahdi-MarvAugustinBouquillardlorisamorese
Consistent GANaches2026 group
49.660.6660.50076.47CPUSuccess 10 imagesRepositoryfa0437bc
35
Professor reference
VanillaGANReference
49.780.4740.15476.92A40Success 10 imagesFrozen reference4b4d8ba1
36
f-chen88GuindoAissataIka807
Que la GAN2026 group
383.670.0000.00072.75CPUSuccess 10 imagesRepositoryf0426862
37
Imane2410Ahmed-ux1502mohamed-meghrous
LaMasIA2026 group
383.680.0000.00074.43CPUSuccess 10 imagesRepository96b56091
38
eoghanCheveteachShaicodeaminesaadi2312
Sbo3a2026 group
383.790.0000.00069.89CPUSuccess 10 imagesRepositoryac0acbeb
39
g4briel-cmdrogejuGitM27
NYBandits2026 group
383.880.0000.00068.13CPUSuccess 10 imagesRepositoryeb1ce2f7
40
beyremmerdassi
Data-22026 group
384.020.0000.00066.72CPUSuccess 10 imagesRepository85ed7cff
41
ComeRochasAlexandDecArthurCommunal2
Lamine Yamal2026 group
384.220.0000.00076.24CPUSuccess 10 imagesRepository1d9806b5
42
JeanGrngValentinJourdanvincentami1
RTFM2026 group
384.410.0000.00071.76CPUSuccess 10 imagesRepositoryd896a99f
43
AymericPaponMartinJessenneleopmr
MNISLOP2026 group
384.500.0000.00072.25CPUSuccess 10 imagesRepository1fa813d8
44
MahdiNoori2003Farouk-00cchalon-projects
Group 332026 group
384.610.0000.00079.73CPUSuccess 10 imagesRepository20a10c73
45
ExatioyuyDaihadriennouvel
Data Lab - 22026 group
384.770.0000.00073.65CPUSuccess 10 imagesRepository2b281e11
46
yassinemethniTbeck27-labClementGPP
blue2026 group
384.980.0000.00077.21CPUSuccess 10 imagesRepositoryb3c8683a
—
lucas3600Frangipanusvictor-jourdan
Bach enjoyers2026 group
———24.13CPUError images: ValueError: Expected exactly 10000 PNG images in samples/, found 1508 entries—Repository0911d386
—
rdc-enschaylaalois
Group 392026 group
————Pending —Repository pending
—
tlabrandeGautierGabrielThaninaSIOUANI
Madeleines2026 group
————CPUError generation: RuntimeError: Process exited with code 1. Using device: CPU Model Loading... Traceback (most recent call last): File "/work/generate.py", line 35, in <module> model = load_model(model, args.checkpoint, device) File "/work/utils.py", line 179, in load_model ckpt = torch.load(ckpt_path, map_location=device) File "/env/lib/python3.13/site-packages/torch/serialization.py", line 1566, in load with _open_file_like(f, "rb") as opened_file: ~~~~~~~~~~~~~~~^^^^^^^^^ File "/env/lib/python3.13/site-packages/torch/serialization.py", line 796, in _open_file_like return _open_file(name_or_buffer, mode) File "/env/lib/python3.13/site-packages/torch/serialization.py", line 777, in __init__ super().__init__(open(name, mode)) # noqa: SIM115 ~~~~^^^^^^^^^^^^ FileNotFoundError: [Errno 2] No such file or directory: 'checkpoints' —Repository21a5feab
—
romain-oQuentinz12omarbargach
QOR2026 group
————Error dependencies: RuntimeError: Process exited with code 1. ERROR: Invalid requirement: '<<<<<<< HEAD': Expected package name at the start of dependency specifier <<<<<<< HEAD ^ (from line 8 of /work/requirements.txt) —Repository217fb61e
—
AlGoRythm3000joao-alcindosalva24IASD
Tung Tung Tung Tung Tung GANur2026 group
————CPUError generation: RuntimeError: Process exited with code 1. Using device: CPU Model Loading... Traceback (most recent call last): File "/work/generate.py", line 33, in <module> model = load_model(model, 'checkpoints', device) File "/work/utils.py", line 62, in load_model ckpt = torch.load(ckpt_path, map_location=device) File "/env/lib/python3.13/site-packages/torch/serialization.py", line 1565, in load with _open_file_like(f, "rb") as opened_file: ~~~~~~~~~~~~~~~^^^^^^^^^ File "/env/lib/python3.13/site-packages/torch/serialization.py", line 795, in _open_file_like return _open_file(name_or_buffer, mode) File "/env/lib/python3.13/site-packages/torch/serialization.py", line 776, in __init__ super().__init__(open(name, mode)) # noqa: SIM115 ~~~~^^^^^^^^^^^^ FileNotFoundError: [Errno 2] No such file or directory: 'checkpoints/G.pth' —Repositoryd3e56ad3
—
Loui0-0EyfelixakselDang
ganberge2026 group
————Error prepare: ValueError: Missing generate.py at repository root—Repository28ba16af

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 20261104T040001Z · 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.