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While a great variety of 3D cameras have been introduced in recent years, most publicly available datasets for object recognition and pose estimation focus on one single camera. In this work, we present a dataset of 32 scenes that have been…

Robotics · Computer Science 2020-09-30 Till Grenzdörffer , Martin Günther , Joachim Hertzberg

Artificial intelligence has significantly advanced skin cancer diagnosis by enabling rapid and accurate detection of malignant lesions. In this domain, most publicly available image datasets consist of single, isolated skin lesions…

We introduce a new dataset of 293,008 high definition (1360 x 1360 pixels) fashion images paired with item descriptions provided by professional stylists. Each item is photographed from a variety of angles. We provide baseline results on 1)…

Recently, video conferencing apps have become functional by accomplishing such computer vision-based features as real-time background removal and face beautification. Limited variability in existing portrait segmentation and face parsing…

Computer Vision and Pattern Recognition · Computer Science 2024-03-08 Karina Kvanchiani , Elizaveta Petrova , Karen Efremyan , Alexander Sautin , Alexander Kapitanov

Two-photon excitation fluorescence (2PEF) allows imaging of tissue up to about one millimeter in thickness. Typically, reducing fluorescence excitation exposure reduces the quality of the image. However, using deep learning super resolution…

Image and Video Processing · Electrical Eng. & Systems 2020-11-13 Stephen McAleer , Alex Fast , Yuntian Xue , Magdalene Seiler , William Tang , Mihaela Balu , Pierre Baldi , Andrew W. Browne

The MobileNet model was used by applying transfer learning on the 7 skin diseases to create a skin disease classification system on Android application. The proponents gathered a total of 3,406 images and it is considered as imbalanced…

With the widespread application of artificial intelligence (AI), particularly deep learning (DL) and vision large language models (VLLMs), in skin disease diagnosis, the need for interpretability becomes crucial. However, existing…

Computer Vision and Pattern Recognition · Computer Science 2025-11-11 Yuhao Shen , Liyuan Sun , Yan Xu , Wenbin Liu , Shuping Zhang , Shawn Afvari , Zhongyi Han , Jiaoyan Song , Yongzhi Ji , Tao Lu , Xiaonan He , Xin Gao , Juexiao Zhou

In this article, we describe the design and implementation of a publicly accessible dermatology image analysis benchmark challenge. The goal of the challenge is to sup- port research and development of algorithms for automated diagnosis of…

Computer Vision and Pattern Recognition · Computer Science 2016-05-05 David Gutman , Noel C. F. Codella , Emre Celebi , Brian Helba , Michael Marchetti , Nabin Mishra , Allan Halpern

AI-based dermatology adoption remains limited by biased datasets, variable image quality, and limited validation. We introduce DermAI, a lightweight, smartphone-based application that enables real-time capture, annotation, and…

In this paper, we present a large-scale detailed 3D face dataset, FaceScape, and propose a novel algorithm that is able to predict elaborate riggable 3D face models from a single image input. FaceScape dataset provides 18,760 textured 3D…

Computer Vision and Pattern Recognition · Computer Science 2020-04-22 Haotian Yang , Hao Zhu , Yanru Wang , Mingkai Huang , Qiu Shen , Ruigang Yang , Xun Cao

In this work, we propose a Robust, Efficient, and Component-specific makeup transfer method (abbreviated as BeautyREC). A unique departure from prior methods that leverage global attention, simply concatenate features, or implicitly…

Computer Vision and Pattern Recognition · Computer Science 2022-12-13 Qixin Yan , Chunle Guo , Jixin Zhao , Yuekun Dai , Chen Change Loy , Chongyi Li

The adoption of artificial intelligence in dermatology promises democratized access to healthcare, but model reliability depends on the quality and comprehensiveness of the data fueling these models. Despite rapid growth in publicly…

For the deployment of artificial intelligence (AI) in high-risk settings, such as healthcare, methods that provide interpretability/explainability or allow fine-grained error analysis are critical. Many recent methods for…

Computer Vision and Pattern Recognition · Computer Science 2023-02-03 Roxana Daneshjou , Mert Yuksekgonul , Zhuo Ran Cai , Roberto Novoa , James Zou

Human modeling and relighting are two fundamental problems in computer vision and graphics, where high-quality datasets can largely facilitate related research. However, most existing human datasets only provide multi-view human images…

Computer Vision and Pattern Recognition · Computer Science 2023-06-26 Taotao Zhou , Kai He , Di Wu , Teng Xu , Qixuan Zhang , Kuixiang Shao , Wenzheng Chen , Lan Xu , Jingyi Yu

Skin lesion datasets provide essential information for understanding various skin conditions and developing effective diagnostic tools. They aid the artificial intelligence-based early detection of skin cancer, facilitate treatment…

Image and Video Processing · Electrical Eng. & Systems 2024-06-12 Abdurrahim Yilmaz , Sirin Pekcan Yasar , Gulsum Gencoglan , Burak Temelkuran

We collected 32 public datasets, of which 28 for medical imaging and 4 for natural images, to conduct study. The images of these datasets are captured by different cameras, thus vary from each other in modality, frame size and capacity. For…

Image and Video Processing · Electrical Eng. & Systems 2021-02-19 Yang Wen

The advancement of makeup transfer, editing, and image encoding has demonstrated their effectiveness and superior quality. However, existing makeup works primarily focus on low-dimensional features such as color distributions and patterns,…

Computer Vision and Pattern Recognition · Computer Science 2024-11-26 Qianwen Lu , Xingchao Yang , Takafumi Taketomi

This work introduces SkinGenBench, a systematic biomedical imaging benchmark that investigates how preprocessing complexity interacts with generative model choice for synthetic dermoscopic image augmentation and downstream melanoma…

Image and Video Processing · Electrical Eng. & Systems 2026-04-03 N. A. Adarsh Pritam , Jeba Shiney O , Sanyam Jain

We utilize the dynamics involved in the imaging of a fingerprint on a touch-based fingerprint reader, such as perspiration, changes in skin color (blanching), and skin distortion, to differentiate real fingers from spoof (fake) fingers.…

Computer Vision and Pattern Recognition · Computer Science 2019-12-19 Tarang Chugh , Anil K. Jain

This article describes the design, implementation, and results of the latest installment of the dermoscopic image analysis benchmark challenge. The goal is to support research and development of algorithms for automated diagnosis of…