1. Overview This dataset is a curated collection of 40958+ high-resolution images capturing natural human interactions and visible anatomical features, designed to support advanced computer vision model development. Each image highlights authentic, candid moments such as handshakes, gestures, facial expressions, and body postures across various contexts — including home, work, and public settings. Age Range: 10 to above Ethnic Diversity: Broad representation from across India Interaction Types: Two or more individuals, clear engagement, visible body language View Angle: Front-facing and side profiles (0–90°) All visuals originate from IndiaPix’s specialized archive editorial-quality Indian images focused on real-life, culturally rich scenarios. 2. Annotated Image Data on Human Interaction & Visible Anatomy This dataset includes comprehensive annotations such as: Bounding boxes for faces, hands, and key joints Attributes: gender, age group, clothing type, and activity context Keypoints: body joints , facial landmarks, and hand articulation 3. About IndiaPix IndiaPix is a production-first visual content company, delivering authentic Indian imagery and datasets tailored for both creative and AI needs. With years of experience in visual storytelling and structured annotation, we serve NGOs, agencies, and AI companies seeking nuanced representations of India’s people, culture, and contexts.

1. Overview This dataset is a collection of 30,000+ images of Face ID + 106 key points facial landmark that are ready to use for optimizing the accuracy of computer vision models. Images in the dataset includes People image with specific requirements as follow: - Age: above 20 - Race: various - Angle: no more than 90 degree All of the contents is sourced from PIXTA's stock library of 100M+ Asian-featured images and videos. 2. Annotated Imagery Data of Face ID + 106 key points facial landmark This dataset contains 30,000+ images of Face ID + 106 key points facial landmark. The dataset has been annotated in - face bounding box, Attribute of race, gender, age, skin tone and 106 keypoints facial landmark. Each data set is supported by both AI and human review process to ensure labelling consistency and accuracy. 3. About PIXTA PIXTASTOCK is the largest Asian-featured stock platform providing data, contents, tools and services since 2005. PIXTA experiences 15 years of integrating advanced AI technology in managing, curating, processing over 100M visual materials and serving global leading brands for their creative and data demands.

1. Overview This dataset is a collection of 10,000+ images of E-commerce apparel dataset that are ready to use for optimizing the accuracy of computer vision models. All of the contents is sourced from PIXTA's stock library of 100M+ Asian-featured images and videos. PIXTA is the largest platform of visual materials in the Asia Pacific region offering fully-managed services, high quality contents and data, and powerful tools for businesses & organisations to enable their creative and machine learning projects. 2. Annotated Imagery Data of car images This dataset contains 10,000+ images of E-commerce apparel dataset. Each data set is supported by both AI and human review process to ensure labelling consistency and accuracy. 3. About PIXTA PIXTASTOCK is the largest Asian-featured stock platform providing data, contents, tools and services since 2005. PIXTA experiences 15 years of integrating advanced AI technology in managing, curating, processing over 100M visual materials and serving global leading brands for their creative and data demands.