Supervision Exists Everywhere: A Data Efficient Contrastive Language-Image Pre-training Paradigm
active 2023-08-16 → 2026-03-12 (UTC)
Activity over time
Daily event counts in the loaded window
Line chart, 940 days from 2023-08-16 to 2026-03-12. Pushes: 0 total, peak 0 in a day. Pull requests: 0 total, peak 0 in a day. Issues: 4 total, peak 1 in a day. Comments: 1 total, peak 1 in a day. Stars: 102 total, peak 3 in a day.
- Pushes
- Pull requests
- Issues
- Comments
- Stars
Stars, PRs, issues and forks are under-captured in the later part of this window. GH Archive progressively stopped capturing non-push events during 2026 — −95% or worse by the end of the window. Every series here except Pushes fades for that reason, so a decline above reflects the archive, not this repository. Pushes stay reliable throughout, so read them, and the contributor counts derived from them, as the real signal. Data health has the measurements.
Top contributors
Pushes, PRs, issues, reviews and comments — stars and forks excluded, so this is contribution rather than popularity
| Contributor | Contributions | Pushes | PRs | Comments |
|---|---|---|---|---|
| Ghost---Shadow | 1 | 0 | 0 | 0 |
| Bowie1026 | 1 | 0 | 0 | 0 |
| laiyingxin2 | 1 | 0 | 0 | 1 |
| vishaal27 | 1 | 0 | 0 | 0 |
| nizhenliang | 1 | 0 | 0 | 0 |
Recent activity
Latest issues, pull requests and releases
- Issue#30Bowie10262024-06-02 13:01No module named 'prototype.solver.cls_solver'
- Issue#29nizhenliang2024-01-19 11:37How long did it take to train at YFCC15M-V2?
- Issue#28vishaal272024-01-07 18:41Mismatched YFCC15M URL set compared to OpenAI's subset
- Issue#27Ghost---Shadow2023-11-24 15:45Hosting the weights on huggingface
- Issue comment#25laiyingxin22023-09-29 04:14finetune yfcc15m 的与训练权重 不收敛
Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 102 stars here means stars gained during the window, not the repo's star count.