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Predictive algorithms have a powerful potential to offer benefits in areas as varied as medicine or education. However, these algorithms and the data they use are built by humans, consequently, they can inherit the bias and prejudices…

人机交互 · 计算机科学 2022-03-22 Cristina Manresa-Yee , Silvia Ramis

Skin diseases, such as skin cancer, are a significant public health issue, and early diagnosis is crucial for effective treatment. Artificial intelligence (AI) algorithms have the potential to assist in triaging benign vs malignant skin…

计算机视觉与模式识别 · 计算机科学 2025-03-25 Nusrat Munia , Abdullah-Al-Zubaer Imran

Ethical intervention prompting has emerged as a tool to counter demographic biases of text-to-image generative AI models. Existing solutions either require to retrain the model or struggle to generate images that reflect desired…

The performance of automated face recognition systems is inevitably impacted by the facial aging process. However, high quality datasets of individuals collected over several years are typically small in scale. In this work, we propose,…

计算机视觉与模式识别 · 计算机科学 2023-07-18 Sudipta Banerjee , Govind Mittal , Ameya Joshi , Chinmay Hegde , Nasir Memon

Community consultations are integral to urban planning processes intended to incorporate diverse stakeholder perspectives. However, limited resources, visual and spoken language barriers, and uneven power dynamics frequently constrain…

人机交互 · 计算机科学 2025-09-16 Rashid Mushkani , Hugo Berard , Shin Koseki

A plethora of text-guided image editing methods has recently been developed by leveraging the impressive capabilities of large-scale diffusion-based generative models especially Stable Diffusion. Despite the success of diffusion models in…

计算机视觉与模式识别 · 计算机科学 2024-11-05 Qihe Pan , Zhen Zhao , Zicheng Wang , Sifan Long , Yiming Wu , Wei Ji , Haoran Liang , Ronghua Liang

Text-to-image diffusion models have recently enabled the creation of visually compelling, detailed images from textual prompts. However, their ability to accurately represent various cultural nuances remains an open question. In our work,…

计算机视觉与模式识别 · 计算机科学 2025-06-26 Zahra Bayramli , Ayhan Suleymanzade , Na Min An , Huzama Ahmad , Eunsu Kim , Junyeong Park , James Thorne , Alice Oh

The rapid progress of Deepfake technology has made face swapping highly realistic, raising concerns about the malicious use of fabricated facial content. Existing methods often struggle to generalize to unseen domains due to the diverse…

计算机视觉与模式识别 · 计算机科学 2024-10-08 Ke Sun , Shen Chen , Taiping Yao , Hong Liu , Xiaoshuai Sun , Shouhong Ding , Rongrong Ji

Recent studies have shown that Text-to-Image (T2I) model generations can reflect social stereotypes present in the real world. However, existing approaches for evaluating stereotypes have a noticeable lack of coverage of global identity…

计算机视觉与模式识别 · 计算机科学 2024-07-16 Akshita Jha , Vinodkumar Prabhakaran , Remi Denton , Sarah Laszlo , Shachi Dave , Rida Qadri , Chandan K. Reddy , Sunipa Dev

Currently, there is a surge of interest in fair Artificial Intelligence (AI) and Machine Learning (ML) research which aims to mitigate discriminatory bias in AI algorithms, e.g. along lines of gender, age, and race. While most research in…

计算机与社会 · 计算机科学 2021-07-29 Clarice Wang , Kathryn Wang , Andrew Bian , Rashidul Islam , Kamrun Naher Keya , James Foulds , Shimei Pan

AI-generated faces have enriched human life, such as entertainment, education, and art. However, they also pose misuse risks. Therefore, detecting AI-generated faces becomes crucial, yet current detectors show biased performance across…

计算机视觉与模式识别 · 计算机科学 2025-03-05 Li Lin , Santosh , Mingyang Wu , Xin Wang , Shu Hu

Text-to-Image (T2I) generative models have revolutionized content creation, yet they inherently risk amplifying societal biases. While sociological research provides systematic classifications of bias, existing T2I benchmarks largely…

计算机与社会 · 计算机科学 2026-04-15 Hanjun Luo , Zhimu Huang , Haoyu Huang , Ziye Deng , Ruizhe Chen , Xinfeng Li , Zuozhu Liu , Hanan Salam

Shear wall structures are widely used in high-rise residential buildings, and the layout of shear walls requires many years of design experience and iterative trial and error. Currently, there are methods based on heuristic algorithms, but…

人工智能 · 计算机科学 2023-05-19 Lufeng Wang , Jiepeng Liu , Guozhong Cheng , En Liu , Wei Chen

Diffusion-based generative models' impressive ability to create convincing images has garnered global attention. However, their complex internal structures and operations often pose challenges for non-experts to grasp. We introduce…

Neural networks struggle with image classification when biases are learned and misleads correlations, affecting their generalization and performance. Previous methods require attribute labels (e.g. background, color) or utilizes Generative…

计算机视觉与模式识别 · 计算机科学 2024-11-26 Donggeun Ko , Dongjun Lee , Namjun Park , Wonkyeong Shim , Jaekwang Kim

During the last two years there has been a plethora of large generative models such as ChatGPT or Stable Diffusion that have been published. Concretely, these models are able to perform tasks such as being a general question and answering…

机器学习 · 计算机科学 2023-01-13 Roberto Gozalo-Brizuela , Eduardo C. Garrido-Merchan

Our society is plagued by several biases, including racial biases, caste biases, and gender bias. As a matter of fact, several years ago, most of these notions were unheard of. These biases passed through generations along with…

计算机视觉与模式识别 · 计算机科学 2023-05-04 Lavisha Aggarwal , Shruti Bhargava

The rise of multimodal generative AI is transforming the intersection of technology and art, offering deeper insights into large-scale artwork. Although its creative capabilities have been widely explored, its potential to represent artwork…

计算机视觉与模式识别 · 计算机科学 2025-03-19 Jin Kim , Byunghwee Lee , Taekho You , Jinhyuk Yun

Generative artificial intelligence (AI) refers to algorithms that create synthetic but realistic output. Diffusion models currently offer state of the art performance in generative AI for images. They also form a key component in more…

机器学习 · 计算机科学 2023-12-27 Catherine F. Higham , Desmond J. Higham , Peter Grindrod

Societal bias towards certain communities is a big problem that affects a lot of machine learning systems. This work aims at addressing the racial bias present in many modern gender recognition systems. We learn race invariant…

机器学习 · 计算机科学 2019-11-21 Komal K. Teru , Aishik Chakraborty