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Architectural layout annotation and preparation
- Collect and organize architectural layout drawings. Gather CAD files and 2D drawings from available sources such as portfolios and available drawings datasets, categorize them based on the building type and format.
- Clean and preprocess layout images. Remove title blocks, legends, and non-layout elements. Enhance contrast and remove noise to create clean, training-ready images.
- Identify and fix layout quality issues. Document and correct problems such as missing walls or unclear boundaries, flag unfixable drawings for exclusion.
- Label spaces and rooms in each layout. Identify and label all spaces (bedroom, bathroom, kitchen, office, etc.) using text annotations. Create metadata files listing space types and approximate areas for each layout.
- Create binary masks for space types. Generate pixel-level masks for each space type, ensure masks align precisely with layout boundaries and save in organized folder structure.
- Identify and mask structural elements. Mark and create separate masks for walls (interior, exterior, load-bearing), columns, doors, and windows; document wall types and thicknesses where identifiable.
- Annotate ambiguous or uncertain spaces where type is unclear from annotations, use geometry and contextual clues (adjacent spaces, fixtures, dimensions) to make informed classifications, flag uncertain cases for review.
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The Story
Founded in 2011, Poshmark started with a simple yet powerful idea in Manish Chandra's garage. Along with co-founders Tracy Sun, Gautam Golwala, and Chetan Pungaliya, Chandra envisioned a platform that would revolutionize how people buy and sell fashion. The inspiration came from seeing the potential of the iPhone 4 to create meaningful connections in the shopping experience.
What They Do
Poshmark is not just another e-commerce platform – it's a social marketplace that brings together shopping and community. Think of it as a place where social media meets shopping, allowing users to buy, sell, and discover fashion, home goods, and accessories. With over 80 million users , the platform has become a go-to destination for both casual sellers and entrepreneurial individuals looking to build their own digital boutiques.
Growth & Achievements
- Started as a fashion-only platform and successfully expanded into home goods and electronics
- Raised over $160 million in venture funding
- Achieved a successful IPO in January 2021
- Recently launched innovative features like AI-powered visual search and livestream shopping
- Built a vibrant community of millions of buyers and sellers across the country
Today, under CEO Manish Chandra's leadership, Poshmark continues to innovate in the social commerce space, blending technology with community to create a unique shopping experience. The platform's success story is a testament to how combining social connections with commerce can create a powerful marketplace that resonates with modern consumers.
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