Video Demo
Overview
Comparison of Benchmarks in Cinematography
Benchmark | Shot Size | Shot Framing | Camera Angle | Lens Size | Lighting Type | Lighting Condition | Composition | Camera Movement |
---|---|---|---|---|---|---|---|---|
MovieShots | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ |
MovieNet | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ |
CineScale2 | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ |
CameraBench | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ |
CineTechBench | ✅ | ❌ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ |
ShotBench (Ours) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
Dataset Samples
Here we show some samples from ShotBench and ShotQA dataset. Please download the dataset from Huggingface to obtain the full version.
Evaluation
Analysis and Findings
BibTeX
@misc{ liu2025shotbench, title={ShotBench: Expert-Level Cinematic Understanding in Vision-Language Models}, author={Hongbo Liu and Jingwen He and Yi Jin and Dian Zheng and Yuhao Dong and Fan Zhang and Ziqi Huang and Yinan He and Yangguang Li and Weichao Chen and Yu Qiao and Wanli Ouyang and Shengjie Zhao and Ziwei Liu}, year={2025}, eprint={2506.21356}, achivePrefix={arXiv}, primaryClass={cs.CV}, url={https://arxiv.org/abs/2506.21356}, }