CameraJev-4B / README.md
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---
license: cc-by-nc-sa-4.0
base_model: ZhuYuhan/VideoJev-4B
base_model_relation: adapter
pipeline_tag: video-classification
library_name: peft
language:
- en
- zh
tags:
- camera-motion
- video-understanding
- video-classification
- lora
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研究用 checkpoint,僅供**非商業研究**(CC-BY-NC-SA-4.0),逐個人工審批。
本倉庫**不含任何視頻或幀**。方法細節、評測結果與使用說明隨倉庫文件一併提供,審核通過後可見。
Research checkpoints for **non-commercial research only** (CC-BY-NC-SA-4.0), approved
manually. **No video or frames are included.** Method details, evaluation results and
usage instructions ship with the repository files and are visible once approved.
extra_gated_fields:
姓名 Full name: text
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---
# CameraJev-4B — compact camera-motion recognition
**English** · [简体中文](README.zh-CN.md) · [繁體中文](README.zh-HK.md)
A **compact** camera-motion recogniser: it answers camera-movement questions — pan, tilt,
truck, dolly, zoom, roll, arc, static and more — at a fraction of the size and cost of a
large video-language model.
Built for throughput, so camera motion can be labelled across a whole corpus rather than
sampled. Improves measurably on its base model on the standard public camera-motion
benchmarks.
**Quantitative results, the method, and runnable loading code are in the repository and
become available once your access request is approved** — this work is not yet published,
so the public card is kept brief.
## What you get
LoRA checkpoints over `ZhuYuhan/VideoJev-4B`, with their configurations. **No video, frames
or training data are included.**
## Access
Click **Request access** on this page and complete the form. Requests are reviewed
individually.
## Licence and credit
- **Licence:** CC-BY-NC-SA-4.0 — non-commercial research only.
- **Base model:** [`ZhuYuhan/VideoJev-4B`](https://huggingface.co/ZhuYuhan/VideoJev-4B) (Apache-2.0), not redistributed here.
## Citation
If you use this repository, please cite it. The upstream works credited above
should be cited as well.
```bibtex
@misc{lin2026camerajev4b,
author = {Zeteng Lin and Jing Tang},
title = {CameraJev-4B: compact camera-motion recognition},
year = {2026},
howpublished = {\url{https://huggingface.co/Zeteng/CameraJev-4B}}
}
```