Papers19

#benchmarking

4D-RGPT: Toward Region-level 4D Understanding via Perceptual Distillation

Chiao-An Yang, Ryo Hachiuma et al.Dec 18arXiv

This paper teaches a video-understanding AI to think in 3D plus time (4D) so it can answer questions about specific objects moving in videos.

#4D perception#multimodal large language models#perceptual distillation

Skyra: AI-Generated Video Detection via Grounded Artifact Reasoning

Intermediate

Yifei Li, Wenzhao Zheng et al.Dec 17arXiv

Skyra is a detective-style AI that spots tiny visual mistakes (artifacts) in videos to tell if they are real or AI-generated, and it explains its decision with times and places in the video.

#AI-generated video detection#artifact reasoning#multimodal large language model

GRAN-TED: Generating Robust, Aligned, and Nuanced Text Embedding for Diffusion Models

Intermediate

Bozhou Li, Sihan Yang et al.Dec 17arXiv

This paper is about making the words you type into a generator turn into the right pictures and videos more reliably.

#diffusion models#text encoder#multimodal large language model

MMGR: Multi-Modal Generative Reasoning

Intermediate

Zefan Cai, Haoyi Qiu et al.Dec 16arXiv

MMGR is a new benchmark that checks whether AI image and video generators follow real-world rules, not just whether their outputs look pretty.

#multi-modal generative reasoning#video generation evaluation#physical commonsense

ShowTable: Unlocking Creative Table Visualization with Collaborative Reflection and Refinement

Intermediate

Zhihang Liu, Xiaoyi Bao et al.Dec 15arXiv

ShowTable is a new way for AI to turn a data table into a beautiful, accurate infographic using a think–make–check–fix loop.

#creative table visualization#multimodal large language model#diffusion model

DentalGPT: Incentivizing Multimodal Complex Reasoning in Dentistry

Intermediate

Zhenyang Cai, Jiaming Zhang et al.Dec 12arXiv

DentalGPT is a special AI that looks at dental images and text together and explains what it sees like a junior dentist.

#DentalGPT#multimodal large language model#dentistry AI

Rethinking Chain-of-Thought Reasoning for Videos

Intermediate

Yiwu Zhong, Zi-Yuan Hu et al.Dec 10arXiv

The paper shows that video AIs do not need long, human-like chains of thought to reason well.

#video reasoning#chain-of-thought#concise reasoning

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