Video-Text-to-Text
Transformers
Safetensors
qwen3_vl
image-text-to-text
qwen3-vl
video
motion-analysis
motion-quality-assessment
emnlp-2026-findings
custom-code
Instructions to use JohnZhan/MotionInsight-8B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use JohnZhan/MotionInsight-8B with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("JohnZhan/MotionInsight-8B") model = AutoModelForMultimodalLM.from_pretrained("JohnZhan/MotionInsight-8B", device_map="auto") - Notebooks
- Google Colab
- Kaggle
File size: 1,481 Bytes
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message: "If you use MotionInsight, please cite the paper below."
title: "MotionInsight: Diagnosing Object Motion Deficiencies in Generated Videos"
type: software
authors:
- family-names: Zhan
given-names: Jiahao
- family-names: Ma
given-names: Yongrui
- family-names: Xing
given-names: Qunliang
- family-names: Zhang
given-names: Xuanyu
- family-names: Tong
given-names: Jingqi
- family-names: Li
given-names: Junlin
- family-names: Li
given-names: Zhang
- family-names: Zhao
given-names: Shijie
- family-names: Xue
given-names: Tianfan
version: 0.1.0
date-released: 2026-08-30
license: Apache-2.0
repository-code: "https://github.com/JohnZhan2023/MotionInsight"
preferred-citation:
type: conference-paper
title: "MotionInsight: Diagnosing Object Motion Deficiencies in Generated Videos"
authors:
- family-names: Zhan
given-names: Jiahao
- family-names: Ma
given-names: Yongrui
- family-names: Xing
given-names: Qunliang
- family-names: Zhang
given-names: Xuanyu
- family-names: Tong
given-names: Jingqi
- family-names: Li
given-names: Junlin
- family-names: Li
given-names: Zhang
- family-names: Zhao
given-names: Shijie
- family-names: Xue
given-names: Tianfan
collection-title: "Findings of the Association for Computational Linguistics: EMNLP 2026"
year: 2026
url: "https://arxiv.org/abs/2609.37030"
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