Master IASD · DataLab 2026

MNIST generation

A2 · FID, precision, recall and generated images

Updated 12 November 2026 · 07:40 CETDaily run around 05:00 · Paris time

Podium

Ranked by FID · lower is better. Student groups and professor references compete together.

1
rdc-enschaylaaloisbeyremmerdassi

AR

5.58 FID

2
lekoduckhoiraphael-uxyazi-mellissa

DLR

5.72 FID

3
f-chen88GuindoAissataIka807

Que la GAN

5.82 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
rdc-enschaylaaloisbeyremmerdassi
AR2026 group
5.580.8770.74068.52CPUSuccess 10 imagesRepository0c948375
2
lekoduckhoiraphael-uxyazi-mellissa
DLR2026 group
5.720.8930.71378.49CPUSuccess 10 imagesRepository47fcb6d0
3
f-chen88GuindoAissataIka807
Que la GAN2026 group
5.820.8710.68496.78CPUSuccess 10 imagesRepository8cacf30e
4
AymericPaponMartinJessenneleopmr
MNISLOP2026 group
6.600.8960.63778.90CPUSuccess 10 imagesRepository86274e51
5
Professor reference
BestOf IASDAPP2026 · 1Reference
7.380.8630.60385.27A40Success 10 imagesFrozen reference4c551f37
6
Professor reference
BestOf 2025 · 2Reference
7.550.8620.70179.90A40Success 10 imagesFrozen referencec64582d3
7
Professor reference
BestOf 2025 · 1Reference
8.180.8080.71070.30A40Success 10 imagesFrozen reference39f46132
8
Pola03MaryamShiranrcuadro-IASD
Latent Dwellers2026 group
8.240.8540.67091.66CPUSuccess 10 imagesRepository5d4b832b
9
ComeRochasAlexandDecArthurCommunal2
Lamine Yamal2026 group
8.450.8210.603124.67CPUSuccess 10 imagesRepository31a9365a
10
Tpiettonaladin20cPuuuu-cr
Group 372026 group
8.490.8650.64774.08CPUSuccess 10 imagesRepository0f8561ac
11
aaidoudi91maitsel-gifleogruchociak
Group 242026 group
8.610.6050.41866.01CPUSuccess 10 imagesRepositorycee7c8fd
12
greglcrNathanDuboissethibacheikh
A22026 group
9.090.8320.71282.35CPUSuccess 10 imagesRepositoryc665699c
13
JeanGrngValentinJourdanvincentami1
RTFM2026 group
9.580.8380.68873.63CPUSuccess 10 imagesRepositoryc06a52b4
14
Professor reference
BestOf IASDAPP2026 · 2Reference
9.670.8830.51976.65A40Success 10 imagesFrozen reference7356859e
15
g4briel-cmdrogejuGitM27
NYBandits2026 group
10.750.7740.70376.13CPUSuccess 10 imagesRepository1441646c
16
FrodogornHakimTaoufikclemencejin888
Group 172026 group
11.210.6250.30279.26CPUSuccess 10 imagesRepository68cfec50
17
dinoroberdemircctr002Alexis91800
Réveille-toi Canna2026 group
11.980.7760.70179.79CPUSuccess 10 imagesRepositoryf7d8577c
18
Stalko123ZieBerthewandrillebv
GANgnam style2026 group
12.180.8290.60672.95CPUSuccess 10 imagesRepository2f61fda1
19
Professor reference
BestOf Bachelor2024Reference
12.410.8800.666130.94A40Success 10 imagesFrozen reference993c998a
20
yassinemethniTbeck27-labClementGPP
blue2026 group
13.370.7190.69176.24CPUSuccess 10 imagesRepository553a9bef
21
Dams0601F1rasssToitoine1
HQHD2026 group
14.880.8850.57977.54CPUSuccess 10 imagesRepository11bbbeb7
22
MahdiNoori2003Farouk-00cchalon-projects
Group 332026 group
14.920.7420.62975.02CPUSuccess 10 imagesRepositoryb81815dc
23
MangKaGOmanelwnourceneB
CLM2026 group
16.510.7590.66272.30CPUSuccess 10 imagesRepository0ebd5baf
24
S-Cordeirosyldehaeya-brad
SES_team2026 group
16.660.5690.28571.14CPUSuccess 10 imagesRepository89999c14
25
Haidar-yousifYanisMrmru5318996810-glitch
3StochasticParrots2026 group
16.940.7330.65583.17CPUSuccess 10 imagesRepository855232d0
26
Professor reference
BestOf DL3IASO2026 · 1Reference
17.090.6660.50686.39A40Success 10 imagesFrozen referenceb546a7bb
27
Professor reference
BestOf 2023 · 1Reference
17.760.5660.23278.95A40Success 10 imagesFrozen reference944272bd
28
Professor reference
BestOf 2024 · 2Reference
17.890.8010.54478.16A40Success 10 imagesFrozen reference8206b67b
29
Professor reference
BestOf 2024 · 1Reference
18.290.7150.58078.06A40Success 10 imagesFrozen referencec835ac05
30
LiLinduoNikosKontCenzito
GANsters2026 group
18.380.7670.39581.46CPUSuccess 10 imagesRepository069eb7da
31
quentinRevillonNicolo456noe-mosca
TP2026 group
18.830.7430.59875.70CPUSuccess 10 imagesRepository0082d7f6
32
Professor reference
BestOf DL3IASO2026 · 2Reference
19.430.5820.14675.02A40Success 10 imagesFrozen reference0838ee7a
33
Benjamin-WilhelmleroysomerGaspardMalhomme
CreativeConcepts2026 group
20.650.7640.50583.61CPUSuccess 10 imagesRepository9cb9613e
34
romain-oQuentinz12omarbargach
QOR2026 group
22.550.8310.63978.02CPUSuccess 10 imagesRepository8bea1d26
35
Loui0-0EyfelixakselDang
ganberge2026 group
24.230.8710.42277.61CPUSuccess 10 imagesRepository57d7145c
36
Mahdi-MarvAugustinBouquillardlorisamorese
Consistent GANaches2026 group
26.810.6970.53176.70CPUSuccess 10 imagesRepository2afb068f
37
KaterinaGalkinaArmandVincenthonganh7263-debug
AKA2026 group
28.050.5070.242317.34CPUSuccess 10 imagesRepository9eef5464
38
fumseckkalexandrenoel20naomibronstein
jaipasdidéesdenomdegroupe2026 group
28.400.5100.19671.49CPUSuccess 10 imagesRepositoryabc25d21
39
Zomack270leonhogJimRam14
DauDauBis2026 group
29.960.4830.15075.25CPUSuccess 10 imagesRepository5ef14559
40
eoghanCheveteachShaicodeaminesaadi2312
Sbo3a2026 group
33.040.5480.20987.36CPUSuccess 10 imagesRepository466ab4c5
41
Baude04erwanmadMateoDeschildre
CirylGan2026 group
33.680.5050.22275.80CPUSuccess 10 imagesRepositorye29a3bc2
42
Professor reference
BestOf 2023 · 2Reference
36.510.5210.28481.20A40Success 10 imagesFrozen reference836a496b
43
arthur-oudeyerFalgunyEmarim-boughanm
Klick2026 group
38.630.7090.494332.31CPUSuccess 10 imagesRepository5a653dbf
44
roeyzaw1arielgg46jvshangold
The Ambassadors2026 group
39.280.4940.26969.87CPUSuccess 10 imagesRepositoryb47f9da7
45
AlGoRythm3000joao-alcindosalva24IASD
Tung Tung Tung Tung Tung GANur2026 group
39.700.6020.44991.08CPUSuccess 10 imagesRepository60955850
46
MobinaMhrPaul-Huber7sha098213
Skill issue2026 group
41.900.7590.43479.50CPUSuccess 10 imagesRepositoryd839123d
47
Imane2410Ahmed-ux1502mohamed-meghrous
LaMasIA2026 group
41.930.5190.37772.97CPUSuccess 10 imagesRepositorybf672d1d
48
lucas3600Frangipanusvictor-jourdan
Bach enjoyers2026 group
44.700.7410.63075.76CPUSuccess 10 imagesRepositorybecf4416
49
Professor reference
VanillaGANReference
49.360.4640.15482.62A40Success 10 imagesFrozen reference4b4d8ba1
50
ExatioyuyDaihadriennouvel
Data Lab - 22026 group
99.450.5010.10077.68CPUSuccess 10 imagesRepository41adc516
—
tlabrandeGautierGabrielThaninaSIOUANI
Madeleines2026 group
————Error dependencies: RuntimeError: Process exited with code 1. Looking in indexes: https://pypi.org/simple, https://download.pytorch.org/whl/cpu Collecting numpy (from -r /work/requirements.txt (line 1)) Downloading numpy-2.5.4-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.metadata (6.6 kB) Collecting scikit-learn (from -r /work/requirements.txt (line 2)) Downloading scikit_learn-1.9.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.metadata (9.3 kB) Collecting scipy (from -r /work/requirements.txt (line 3)) Downloading scipy-1.18.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.metadata (62 kB) Collecting tqdm (from -r /work/requirements.txt (line 4)) Downloading tqdm-4.70.1-py3-none-any.whl.metadata (57 kB) Collecting torch (from -r /work/requirements.txt (line 5)) Downloading https://download-r2.pytorch.org/whl/cpu/torch-2.15.0%2Bcpu-cp313-cp313-manylinux_2_28_x86_64.whl.metadata (35 kB) Collecting torchvision (from -r /work/requirements.txt (line 6)) Downloading https://download-r2.pytorch.org/whl/cpu/torchvision-0.29.2%2Bcpu-py3-none-manylinux_2_28_x86_64.whl.metadata (5.7 kB) Collecting torch-fidelity (from -r /work/requirements.txt (line 7)) Downloading torch_fidelity-0.4.0-py3-none-any.whl.metadata (2.1 kB) Collecting pillow (from -r /work/requirements.txt (line 8)) Downloading pillow-13.0.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.metadata (9.1 kB) Collecting wandb (from -r /work/requirements.txt (line 9)) Downloading wandb-0.31.0-py3-none-manylinux_2_28_x86_64.whl.metadata (12 kB) Collecting optuna (from -r /work/requirements.txt (line 10)) Downloading optuna-5.0.0-py3-none-any.whl.metadata (14 kB) Collecting matplotlib (from -r /work/requirements.txt (line 11)) Downloading matplotlib-3.11.2-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl.metadata (80 kB) ERROR: Ignored the following versions that require a different python version: 1.10.0 Requires-Python <3.12,>=3.8; 1.10.0rc1 Requires-Python <3.12,>=3.8; 1.10.0rc2 Requires-Python <3.12,>=3.8; 1.10.1 Requires-Python <3.12,>=3.8; 1.11.0 Requires-Python <3.13,>=3.9; 1.11.0rc1 Requires-Python <3.13,>=3.9; 1.11.0rc2 Requires-Python <3.13,>=3.9; 1.11.1 Requires-Python <3.13,>=3.9; 1.11.2 Requires-Python <3.13,>=3.9; 1.11.3 Requires-Python <3.13,>=3.9; 1.21.2 Requires-Python >=3.7,<3.11; 1.21.3 Requires-Python >=3.7,<3.11; 1.21.4 Requires-Python >=3.7,<3.11; 1.21.5 Requires-Python >=3.7,<3.11; 1.21.6 Requires-Python >=3.7,<3.11; 1.26.0 Requires-Python <3.13,>=3.9; 1.26.1 Requires-Python <3.13,>=3.9; 1.6.2 Requires-Python >=3.7,<3.10; 1.6.3 Requires-Python >=3.7,<3.10; 1.7.0 Requires-Python >=3.7,<3.10; 1.7.1 Requires-Python >=3.7,<3.10; 1.7.2 Requires-Python >=3.7,<3.11; 1.7.3 Requires-Python >=3.7,<3.11; 1.8.0 Requires-Python >=3.8,<3.11; 1.8.0rc1 Requires-Python >=3.8,<3.11; 1.8.0rc2 Requires-Python >=3.8,<3.11; 1.8.0rc3 Requires-Python >=3.8,<3.11; 1.8.0rc4 Requires-Python >=3.8,<3.11; 1.8.1 Requires-Python >=3.8,<3.11; 1.9.0 Requires-Python >=3.8,<3.12; 1.9.0rc1 Requires-Python >=3.8,<3.12; 1.9.0rc2 Requires-Python >=3.8,<3.12; 1.9.0rc3 Requires-Python >=3.8,<3.12; 1.9.1 Requires-Python >=3.8,<3.12 ERROR: Could not find a version that satisfies the requirement copy (from versions: none) ERROR: No matching distribution found for copy —Repository6d82a89b

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 20261112T040001Z · 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.