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[CVPR 2025] FLAIR: VLM with Fine-grained Language-informed Image Representations

active 2025-01-122026-04-27 (UTC)

Partial coverage12,234 / 13,910 hourly files (88%) · 2 absent upstream · 1,673 failed, retryable2025-01-082026-08-11 (UTC)— sampled evenly across the window, so rankings and trends hold; absolute counts scale up.
Events
88
Pushes
9
Pull requests
0
Issues
15
Stars
50
Forks
1

Activity over time

Daily event counts in the loaded window

Line chart, 471 days from 2025-01-12 to 2026-04-27. Pushes: 9 total, peak 2 in a day. Pull requests: 0 total, peak 0 in a day. Issues: 15 total, peak 3 in a day. Comments: 13 total, peak 2 in a day. Stars: 50 total, peak 2 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

ContributorContributionsPushesPRsComments
sean-xr21808
lvyiwei13001
Graysonggg3001
HeiWangXiao2001
ByeongJuWoo2001
salaniz1100
Howuhh1000
5547731621001
rorschach-xiao1000
jo-member1000
showstarpro1000

Recent activity

Latest issues, pull requests and releases

  • Issue#18ByeongJuWoo2025-11-06 05:21
    Code/Notebook for open vocabulary segmentation
  • Issue comment#18ByeongJuWoo2025-11-06 05:21
    Code/Notebook for open vocabulary segmentation
  • Issue comment#175547731622025-10-02 09:43
    Download links for SA-1B dataset are invalid
  • Issue comment#17sean-xr2025-09-26 11:29
    Download links for SA-1B dataset are invalid
  • Issue#5sean-xr2025-08-26 15:25
    Code to visualize the attention map
  • Issue#13sean-xr2025-08-23 13:07
    About retrieval task
  • Issue comment#16sean-xr2025-08-13 11:36
    regarding `mps loss`: (B, B*K) or (B, B+K-1)
  • Issue comment#14sean-xr2025-07-13 19:10
    0
  • Issue#14sean-xr2025-07-13 19:10
    0
  • Issue comment#15lvyiwei12025-07-13 15:18
    Question about f_AttnPool 's Wq, Wk and Wv
  • Issue#15lvyiwei12025-07-13 15:18
    Question about f_AttnPool 's Wq, Wk and Wv
  • Issue#15lvyiwei12025-07-13 03:42
    Question about f_AttnPool 's Wq, Wk and Wv
  • Issue comment#14HeiWangXiao2025-07-10 07:18
    0
  • Issue#14HeiWangXiao2025-07-10 07:06
    HELP! ((FileNotFoundError(2, 'No such file or directory', 'flair-main/preprocess/datasets/cc3m/00197.tar')).)
  • Issue comment#13sean-xr2025-07-09 08:39
    About retrieval task
  • Issue comment#12Graysonggg2025-06-26 05:31
    Maximum Input Length of 77 Tokens Observed on Long-retrieval Dataset
  • Issue#12Graysonggg2025-06-26 05:31
    Maximum Input Length of 77 Tokens Observed on Long-retrieval Dataset
  • Issue#12Graysonggg2025-06-25 12:44
    Maximum Input Length of 77 Tokens Observed on Long-retrieval Dataset
  • Issue#8sean-xr2025-04-26 11:53
    init_logit_scale with np.log(1 / 0.07)
  • Issue#9rorschach-xiao2025-04-24 01:12
    long caption split
  • Issue#8jo-member2025-04-17 01:59
    init_logit_scale with np.log(1 / 0.07)
  • Issue comment#7sean-xr2025-04-10 22:13
    Is it possible to run this model in a google colab?
  • Issue comment#6sean-xr2025-04-04 22:00
    Unable to reproduce FLAIR paper results with provided configuration
  • Issue#6sean-xr2025-04-04 22:00
    Unable to reproduce FLAIR paper results with provided configuration
  • Issue#6showstarpro2025-04-03 02:22
    Unable to reproduce FLAIR paper results with provided configuration

Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 50 stars here means stars gained during the window, not the repo's star count.