Issues

• Pretrained checkpoints for ImageNet100, Imagenette, and CIFAR-10 missing from Benchmarks page

  lightly-ai/lightly#2073 · Filter by author kiranchari opened on Oct 1, 2026

• Support gradient checkpointing in ViT ImageNet benchmarks

  enhancementhelp wanted
  lightly-ai/lightly#2054 · Filter by author gabrielfruet opened on Sep 1, 2026

• ImageNet benchmark runs can't cleanly resume: no last.ckpt + timestamped run dirs

  enhancementgood first issue
  lightly-ai/lightly#2053 · Filter by author gabrielfruet opened on Sep 1, 2026
  4

• Tutorial proposal: customize and inspect DINO views with AlbumentationsX

  lightly-ai/lightly#2047 · Filter by author ternaus opened on Aug 28, 2026
  1

• New SSL method: Franca (Nested Matryoshka Clustering)

  lightly-ai/lightly#2010 · Filter by author lorinczszabolcs opened on Jul 30, 2026
  4

• Migrate unittest.TestCase to pytest-style test classes

  enhancementgood first issuehelp wanted
  lightly-ai/lightly#1987 · Filter by author gabrielfruet opened on Jul 22, 2026
  8

• Proper distributed tests

  advancedenhancementhelp wanted
  Feature

  lightly-ai/lightly#1982 · Filter by author liopeer opened on Jul 14, 2026
  4

  

• Another paper connected to SIGreg loss and LeJepa

  lightly-ai/lightly#1949 · Filter by author MohamedFarag21 opened on Jun 19, 2026
  1

• New paper as an extension of LeJEPA

  lightly-ai/lightly#1936 · Filter by author MohamedFarag21 opened on Jun 4, 2026
  2

• World models building blocks, starting with LeWM / Sub-JEPA

  lightly-ai/lightly#1934 · Filter by author RecreationalMath opened on Jun 1, 2026
  2

• [BUG] macOS: make test-fast hangs indefinitely

  lightly-ai/lightly#1917 · Filter by author RecreationalMath opened on Apr 23, 2026
  6

• Implement: Stochastic positional embeddings improve masked image modeling

  lightly-ai/lightly#1900 · Filter by author IgorSusmelj opened on Mar 4, 2026
  4

• LeJEPA

  lightly-ai/lightly#1888 · Filter by author MohamedFarag21 opened on Nov 12, 2025
  8

  

• lr_scheduler.step() must be called before optimizer.step()

  lightly-ai/lightly#1887 · Filter by author sravan953 opened on Nov 8, 2025
  1

• DinoV3 support?

  lightly-ai/lightly#1881 · Filter by author 201power opened on Sep 11, 2025
  17

• Question on Pretext Tasks

  question
  lightly-ai/lightly#1879 · Filter by author uhijjawi opened on Aug 15, 2025
  5

• Reproducing SimCLR on ImageNet-1K from provided pretrained ckpt

  lightly-ai/lightly#1824 · Filter by author XilinGong opened on May 7, 2025
  5

• Include SimDINO

  lightly-ai/lightly#1822 · Filter by author swamidass opened on May 4, 2025
  4

• Expose RandomResizedCrop ratio argument

  lightly-ai/lightly#1814 · Filter by author siemdejong opened on Apr 9, 2025
  5

• PMSN Loss

  lightly-ai/lightly#1792 · Filter by author jafarinia opened on Feb 3, 2025
  3

• Read Multispectral data for Remote Sensing using LightlyDataset

  lightly-ai/lightly#1780 · Filter by author imantha-das opened on Jan 13, 2025
  1

• Can we use MSN with timm library?

  lightly-ai/lightly#1755 · Filter by author shinpaul14 opened on Dec 23, 2024
  1

• MultiMAE: Multi-modal Multi-task Masked Autoencoders

  lightly-ai/lightly#1754 · Filter by author WalidGharianiEAGLE opened on Dec 21, 2024

• Mypy is failing while checking finetune_eval.py

  lightly-ai/lightly#1733 · Filter by author vectorvp opened on Nov 13, 2024
  7

• Use torchvision transforms instead of PIL operations for solarization and gaussian blurring

  enhancement
  lightly-ai/lightly#1728 · Filter by author siemdejong opened on Nov 7, 2024
  1