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Summary of Is This Generated Person Existed in Real-world? Fine-grained Detecting and Calibrating Abnormal Human-body, by Zeqing Wang et al.


Is this Generated Person Existed in Real-world? Fine-grained Detecting and Calibrating Abnormal Human-body

by Zeqing Wang, Qingyang Ma, Wentao Wan, Haojie Li, Keze Wang, Yonghong Tian

First submitted to arxiv on: 21 Nov 2024

Categories

  • Main: Computer Vision and Pattern Recognition (cs.CV)
  • Secondary: Artificial Intelligence (cs.AI)

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GrooveSquid.com Paper Summaries

GrooveSquid.com’s goal is to make artificial intelligence research accessible by summarizing AI papers in simpler terms. Each summary below covers the same AI paper, written at different levels of difficulty. The medium difficulty and low difficulty versions are original summaries written by GrooveSquid.com, while the high difficulty version is the paper’s original abstract. Feel free to learn from the version that suits you best!

Summary difficulty Written by Summary
High Paper authors High Difficulty Summary
Read the original abstract here
Medium GrooveSquid.com (original content) Medium Difficulty Summary
The paper proposes a new task called Fine-grained Human-body Abnormality Detection (FHAD) and introduces two datasets for evaluating abnormal human body structures. It also presents a framework called HumanCalibrator that detects and repairs abnormalities in human bodies while preserving other visual content.
Low GrooveSquid.com (original content) Low Difficulty Summary
This research aims to improve the accuracy of detecting and repairing abnormalities in human photos, which is essential for various applications. The authors introduce a new task called FHAD, which requires identifying both the location and type of abnormality in human body structures. They also present two high-quality datasets for evaluating this task. To address this challenge, they propose a framework called HumanCalibrator that can detect and repair abnormalities while preserving other visual content.

Keywords

» Artificial intelligence