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Job Description Senior Computer Vision & Spatial Geometry Engineer Location: New Yori, NY / Remote Duration: Full Time Role Overview We are building an automated system that converts scanned architectural floor plans (PDFs)—including NYC as-built condominium filings—into structured, coordinate-based spatial data suitable for 3D modeling and GIS workflows. This role focuses on reconstructing accurate geometry from raster scans, not extracting existing vectors and not training end-to-end black-box models. The core challenge is turning noisy, skewed, real-world blueprint scans into watertight room polygons with real-world coordinates. We are looking for a senior engineer who is strong in classical computer vision, computational geometry, and raster-to-vector reconstruction, and who enjoys solving hard, practical problems with deterministic and explainable systems. Key Responsibilities Geometry & Vision Pipeline • Design and implement a raster-to-geometry pipeline for scanned architectural PDFs, • Build robust preprocessing tools for:, • deskewing, • binarization, • noise reduction, • normalization of low-quality scans, • Isolate architectural linework (walls, boundaries) from:, • text, • dimensions, • symbols, • stamps and annotations, • Handle door gaps and broken boundaries to ensure enclosed, “watertight” regions, • Extract enclosed regions (rooms, corridors) using connected components and topology analysis, • Convert raster regions into clean polygon geometry, • contour extraction, • polygon simplification, • vertex snapping, • consistent winding and validity checks Spatial Accuracy & Scaling • Develop deterministic methods to convert pixel geometry into real-world X/Y coordinates, • Calibrate scale using:, • architectural dimension annotations, • scale notes when available, • Validate geometry numerically:, • closed polygons, • area consistency, • tolerance-based error detection Text & Semantic Integration • Integrate OCR outputs to:, • associate room labels with polygons, • parse dimension strings (feet/inches, metric), • extract height or ceiling notes, • Map semantic text to spatial geometry using proximity and containment logic Output & Integration • Produce structured JSON outputs aligned with downstream 3D/GIS systems, • Ensure outputs are explainable, debuggable, and consistent across floors and documents, • Build internal visualization/debugging tools (overlays, masks, polygon previews) What This Role Is Not • Not prompt engineering, • Not LLM application development, • Not training large end-to-end neural networks Required Technical Skills • 5+ years of experience in computer vision, image processing, or computational geometry, • Strong command of classical CV techniques, including:, • thresholding and morphology (dilate/erode/open/close), • edge and line detection (e.g., Hough transforms), • connected components and region analysis, • contour tracing and polygon simplification (e.g., Douglas–Peucker), • Solid understanding of planar geometry and numerical robustness, • Experience converting raster data into vector or polygon representations, • Strong Python skills (NumPy, OpenCV, scikit-image, etc.), • Comfortable debugging visually and iterating on messy real-world data Strongly Preferred • Experience with architectural drawings, floor plans, CAD, BIM, GIS, or maps, • Familiarity with OCR systems and bounding-box–based text extraction, • Experience parsing architectural dimensions (feet/inches or metric), • Experience validating polygon geometry (self-intersection, closure, area), • Prior work on document image analysis or technical drawings Nice to Have • Experience using pretrained segmentation models to supplement classical CV, • Exposure to GIS or BIM formats (GeoJSON, IFC, IMDF), • Knowledge of NYC as-built or Department of Buildings / Finance document conventions, • Experience building internal QA or visualization tools, • Familiarity with downstream 3D geometry pipelines

Job Description We are seeking a Senior Construction Project Manager to join our team! You will oversee project planning, scheduling, budgeting, and implementation. Responsibilities: • Oversee all aspects of construction project from planning to implementation, • Allocate resources for assigned projects, • Supervise onsite personnel and subcontractors, • Interface with project inspectors, contractors, architects, engineers, city and county officials, and clients, • Negotiate with contractors to receive reasonable order costs, • Previous experience in construction management or other related fields, • Familiarity with construction management software, • Strong leadership qualities, • Strong negotiation skills, • Deadline and detail-orientedCompany DescriptionReset Renovation Partners, a 100% Minority Business Enterprise owned and operated in New York City by Andrew W. Douglas, is a comprehensive and full-service Real Estate Development, Construction and Construction Management firm founded in 2020. We are built on a foundation of building stronger communities by renovating and transforming properties into community assets. While our community development mission has always remained consistent, over the years our reach has extended beyond housing to other sectors integral for economic and social success. Reset Renovation Partners is focused on providing development implementation services to real estate, corporate, not-for-profits and institutional clients. Our work encompasses affordable and sustainable housing development, revitalization of disaster-impacted or distressed housing, and the building of community facilities, businesses and infrastructure that enhances and improves quality of life, such as schools, transportation and transit stations, libraries, offices, theaters, community centers and other public purpose/municipal and civic facilities. We are named Reset because we are resetting the standard.Reset Renovation Partners, a 100% Minority Business Enterprise owned and operated in New York City by Andrew W. Douglas, is a comprehensive and full-service Real Estate Development, Construction and Construction Management firm founded in 2020.\r\n\r\nWe are built on a foundation of building stronger communities by renovating and transforming properties into community assets. While our community development mission has always remained consistent, over the years our reach has extended beyond housing to other sectors integral for economic and social success. Reset Renovation Partners is focused on providing development implementation services to real estate, corporate, not-for-profits and institutional clients.\r\n\r\nOur work encompasses affordable and sustainable housing development, revitalization of disaster-impacted or distressed housing, and the building of community facilities, businesses and infrastructure that enhances and improves quality of life, such as schools, transportation and transit stations, libraries, offices, theaters, community centers and other public purpose/municipal and civic facilities.\r\n\r\nWe are named Reset because we are resetting the standard.

Top Real Estate Team as Our Operations Specialist - Drive Luxury Transactions with Elite Clients - for Top-Producing Team.Are you a meticulous, high-performing operations professional with a passion for excellence? We are one of Manhattan's top-performing residential real estate teams, known for rep

A high-volume, top-tier New York City real estate team at Douglas Elliman is seeking an experienced Director of Operations to oversee transaction coordination, sales support, and daily in-office operations.

A high-volume, top-tier New York City real estate team at Douglas Elliman is seeking an experienced.

Top Real Estate Team as Our Operations Specialist – Drive Luxury Transactions with Elite Clients - for Top-Producing Team.Are you a meticulous, high-performing operations professional with a passion for excellence? We are one of Manhattan’s top-performing residential real estate teams, known for

The Marketing Associate role will assist in creating and managing the marketing program for assigned properties and the implementation of all marketing and project initiatives.This role will often work in conjunction with other key marketing team members.The Marketing Associate will be involved in e

Starbucks - 2195 Frederick Douglas Boulevard - Responsibilities: Direct the work of others; Coach the preparation of food and beverages to standard recipes; Delegate tasks to other employees; Provide quality beverages and food products; Maintain store safety and security.

Description: Located in Hershey, PA, Milton Hershey School (MHS) is a top-notch home and school where over 2,200 pre-K through 12th grade students from disadvantaged backgrounds are provided an extraordinary, cost-free, career-focused education.This is made possible by the generosity of Milton and C

We're currently looking for individuals across the country to take part in remote paid research, including remote focus groups, product trials, and consumer studies.Earn up to $750 a week in your free time by providing feedback on everyday products and services.If you're comfortable sharing your opi

Located in Hershey, PA, Milton Hershey School (MHS) is a top-notch home and school where over 2,200 pre-K through 12th grade students from disadvantaged backgrounds are provided an extraordinary, cost-free, career-focused education.This is made possible by the generosity of Milton and Catherine Hers

Serving New York’s best bagels, Apollo Bagels is bringing simplicity back to the bagel! With our fresh, simple, high-quality food at a great value.Apollo is a fun and lively community-gathering place unlike any other.As we experience tremendous growth, our leaders are the driving force to our

Gelato Server / Cashier / Espresso Barista.Serve gelato and desserts to customers following our quality and service standards.Operate the cash register and handle payments accurately.Prepare espresso-based drinks (espresso, cappuccino, latte).Maintain a clean and organized work area.Provide excellen

KazuNori the Original Handroll Bar is looking for friendly, energetic people to join our team at our NYC locations.You must have a positive attitude, and work well in fast paced environments.We offer a lot of growth and look for OPEN availability.Our people work roughly 30-35 hours we

Walmart is expanding its massive workforce, and American Career Guide is here to help you explore available roles at the retail giant.Positions are open across multiple departments, offering career paths for both entry-level talent and experienced professionals.Join the Walmart team and help provide

The Center for Human Reproduction (CHR) is a leading fertility center based in New York City, recognized nationally and internationally for treating patients with multiple failed IVF cycles.Founded as one of the first IVF centers in the U.CHR specializes in treatment for diminished ovarian reserve.O

Since 2012, Bagel Pub has been serving hand-rolled, kettle-boiled bagels with the warm, familiar vibe of a neighborhood pub.We’re all about great food, great people, and creating a place where everyone feels like a regular.Bagels may be our name, but our menu goes far beyond — all made f

Working in a high-energy festive restaurant environment, you are responsible for managing all payment processes with efficiency, precision, and professionalism.Process all customer payments accurately (cash, credit/debit cards, contactless payments, vouchers).Handle high transaction volumes during p

Located in the heart of Grand Central Terminal, Grand Marche is a new food and beverage takeaway addition to renowned restaurant, Grand Brasserie.This is where classic brasserie energy meets modern New York vibrancy and we are making that energy quickly accessible with fast beverage and food service

KazuNori by sushi Nozawa is looking for friendly, energetic people for a cashier position at our Nomad location.You must have a positive attitude, and work well in fast paced environments.We look for OPEN availability and our people work roughly 30-35 hours weekly.Our locations are non tipping estab

BURGERHEAD is a new burger concept located in the heart of the West Village seeking front of house team members to join our team.Responsibilities & Qualifications:.Valid NYC / DOH food handlers certificate.Greet customers and take orders.Distribute orders to customers.Count the register for opening

Medical Receptionist – Ophthalmology (FT, M-F, $22-26/hr).Forest Hills, Queens | Full-Time | ASAP Start Date | Near Public Transportation.Join our thriving ophthalmology practice in Forest Hills, where we've been providing exceptional eye care to our community for over 22 years.We're looking for a

Our client, a fast‑moving fintech company located in Manhattan, is looking for a Temporary Receptionist to join their team.This position will start ASAP and will operate on an in‑office schedule between the hours of 9am-6pm.Compensation is $30/hour Responsibilities: Sit at and manage the front d

Senior Helpers - - Responsibilities: Offer companionship and emotional support to our clients; Assist with daily living activities including eating, walking, dressing, and other ADLs as needed; Collaborate with clients care team to provide client updates and important health changes.

We are seeking a professional and organized Front Desk Receptionist to serve as the first point of contact for our company.The ideal candidate will provide excellent customer service, manage front desk operations, and support administrative functions.Welcome visitors, clients, and employees warmly,

Traveling Medical Receptionist.ExamWorks is looking for a Traveling Medical Receptionist to join our team!.The Traveling Receptionist reports to the designated office locations and performs a variety of functions to ascertain and organize examinee information and provides support to staff and physic

Van Cleef & Arpels High Jewelry Position.A High Jewelry Maison with a strong heritage who promotes exceptional know-how in an enchanting and creative environment.Our Maison is looking for talented individuals who contribute to developing and transmitting their expertise with care and no compromise.A

The Patient Service Representative (PSR) is responsible for welcoming and providing exemplary customer service to all our incoming patients at CityMD.The person in this position is responsible for registering patients and coordinating with the rest of the team to provide a timely turnaround for the

Starr, a global leader in commercial insurance with over a century of expertise, empowers its employees to innovate, make impactful decisions, and build lasting client relationships worldwide.At Starr, you'll work in an entrepreneurial culture alongside accessible leaders, leveraging our financial s

Advanced proficiency in site operations and procedures with ability to assign tasks to colleagues and manage responsibilities within the team.Main Responsibilities: - Promptly informs supervisor of potential problems or customer concerns.Promptly reviews and responds to management and client request

To accurately check patients in and out by verifying insurance, collecting payments, and maintaining patient records and accounts.Provide positive patient relations.Great small business work environment.Paid time off, health insurance, dental insurance, retirement benefit, and more!.American Family

Caring Senior Service - - Responsibilities: Providing companionship and emotional support; Assisting with activities of daily living (bathing, dressing, grooming); Preparing meals and performing light housekeeping; Offering medication reminders; Assisting with mobility and transfers.

Join a Legacy of Hope and Empowerment at Covenant House New York! For over 50 years, Covenant House New York (CHNY) has been at the forefront of transforming lives by providing comprehensive shelter, housing, and wrap-around support services for vulnerable homeless, runaway, and exploited youth.As t

Silver Lake Hospital of Newark, NJ is seeking to hire a full time Receptionist to handle the main lobby reception desk for our long-term acute care and dual diagnosis facility.We are looking for a Receptionist to work Monday through Friday, 8 hour shifts.Silver Lake Hospital is a long-term acute car

The Museum of Modern Art is currently accepting applications for a full-time Receptionist.Reporting to the Visitor Engagement Department Manager, the Receptionist demonstrates exceptional custom service skills by warmly greeting all visitors to the Museum's reception areas (staff, staff guests, Muse