This is the code repo for the paper VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models (CVPR 2025).
active 2025-04-14 → 2026-05-03 (UTC)
Activity over time
Daily event counts in the loaded window
Line chart, 385 days from 2025-04-14 to 2026-05-03. Pushes: 28 total, peak 10 in a day. Pull requests: 0 total, peak 0 in a day. Issues: 17 total, peak 3 in a day. Comments: 23 total, peak 4 in a day. Stars: 48 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 |
|---|---|---|---|---|
| vera-framework | 41 | 28 | 0 | 9 |
| PipiZong | 5 | 0 | 0 | 3 |
| ChrisWang9916 | 3 | 0 | 0 | 1 |
| lemonzjk | 1 | 0 | 0 | 0 |
| LiuCE0200 | 1 | 0 | 0 | 0 |
| MohdUbaidwani | 1 | 0 | 0 | 0 |
| guobb-creator | 1 | 0 | 0 | 1 |
| cornell-hust | 1 | 0 | 0 | 0 |
| Isabellalli | 1 | 0 | 0 | 0 |
| dmmlprojs | 1 | 0 | 0 | 1 |
| JPerAsperaadAstra | 1 | 0 | 0 | 0 |
Recent activity
Latest issues, pull requests and releases
- Issue comment#16vera-framework2026-02-21 21:23how can i obtain UCF_eval.json
- Issue#16cornell-hust2026-02-21 09:22how can i obtain UCF_eval.json
- Issue comment#14vera-framework2026-02-18 22:33Running VERA with Qwen/Qwen2.5-VL-7B-Instruct
- Issue#11vera-framework2026-01-31 04:21initial anomaly score for xd violence dataset .
- Issue comment#13vera-framework2026-01-31 04:16About xd_annotations.json
- Issue#12JPerAsperaadAstra2025-12-01 02:58How to get ucf_instruct_train.json file for training?
- Issue#11MohdUbaidwani2025-11-02 17:19initial anomaly score for xd violence dataset .
- Issue comment#10ChrisWang99162025-10-07 03:55Problem about generate
- Issue#10ChrisWang99162025-10-07 03:55Problem about generate
- Issue#10ChrisWang99162025-09-26 12:44Problem about generate
- Issue comment#9vera-framework2025-09-22 16:10Download link of XD-violence
- Issue#9LiuCE02002025-09-19 08:37Download link of XD-violence
- Issue comment#8vera-framework2025-08-07 17:16About XD-Violence dataset
- Issue comment#8guobb-creator2025-08-07 06:27About XD-Violence dataset
- Issue comment#8vera-framework2025-08-06 21:43About XD-Violence dataset
- Issue#8vera-framework2025-08-06 21:43About XD-Violence dataset
- Issue comment#7vera-framework2025-07-25 16:17Wired results with Internvl2-2B
- Issue#7vera-framework2025-07-25 16:17Wired results with Internvl2-2B
- Issue comment#4PipiZong2025-07-25 03:07Question about applying VERA to image dataset
- Issue#7PipiZong2025-07-25 02:53Wired results with Internvl2-2B
- Issue#4vera-framework2025-07-25 02:23Question about applying VERA to image dataset
- Issue comment#4PipiZong2025-07-24 17:49Question about applying VERA to image dataset
- Issue comment#6PipiZong2025-07-24 17:46Bug in code?
- Issue comment#6PipiZong2025-07-23 21:18Bug in code?
- Issue#6vera-framework2025-07-23 19:51Bug in code?
Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 48 stars here means stars gained during the window, not the repo's star count.