Computer Vision
Ref. 001 // ArcForge Systems
Arc Forge
We turn ambitious ideas into working systems by combining perception, embedded control, electronic design, 3D modeling, and additive manufacturing.
ArcForge Systems
Core + Branches
Core
ArcForge
Systems
Embedded Control
Electronic Design
3D Printed Parts
Vision
Embedded
Electronics
Fabrication
01 // Work
Projects Under ArcForge
We build focused systems that make technical ideas tangible, from visual intelligence to compact personal mobility.
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Few-Shot Open-World Object Detector
A class-agnostic detector designed around the way people learn new objects: see a small set of examples, form a usable concept, and find that object in unfamiliar scenes.
With ten support images, the system learns the target object and searches new environments without needing a closed label set.
- 10support images
- Openworld scenes
- Agnosticclass discovery
Support Set
Ten reference images define the object before the scene is searched.
Support-conditioned recognition
LVIS-style discovery
Recognition Pipeline
The goal of this project is to emulate how humans see: use a small set of examples to understand what an object looks like, then search for that object in a new scene without relying on a fixed class list.
We use large pretrained backbones as a visual cortex. Those learned visual features are combined with classical cues such as edges, color changes, texture changes, and local contrast to break the scene into many possible object-like regions.
- Reference
- 10 support images define the target object.
- Visual Cortex
- Large pretrained backbones provide dense learned features.
- Region Formation
- Edges, color, texture, and feature shifts propose object-like regions.
- Recognition
- Support-conditioned scoring searches open-world scenes.
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Backpack-Scale Last-Mile Scooter
A compact mobility system for the short hops that make daily travel awkward: subway station to office, dorm to class, parking lot to building.
The scooter is designed to condense to fifteen inches, weigh fifteen pounds, charge quickly, and carry practical city-trip loads without pretending to be a long-distance vehicle.
- 15 lbtarget weight
- 15 incondensed length
- 8 mirange
- 1 hrfull charge
- 200 lbrider capacity
Packable urban mobility
Short-distance electric transit
Packable Mobility System
The scooter is being developed around short-distance utility: compact enough to carry between transit points, rigid enough to ride, and simple enough to charge quickly between trips.
The current design combines aluminum, carbon fiber, and PLA parts. A telescoping adjustable handle folds into the body, while the sliding base extends from 15 inches in carry mode to 24 inches in ride mode.
- Structure
- Aluminum, carbon fiber, and PLA components.
- Handle
- Telescoping adjustable handle for compact carry and ride height.
- Base
- Sliding platform extends from 15 inches to 24 inches.
- Top Speed
- Designed for a 15 MPH short-distance ride envelope.
02 // Services
What We Forge
ArcForge sits at the intersection of machine perception, embedded products, mechanical prototyping, and custom electronics.
Computer Vision
Detection, recognition, spatial reasoning, and perception pipelines.Embedded Systems
Firmware, sensors, real-time control, and hardware-software integration.3D Modeling & Printing
CAD, printed prototypes, fit checks, housings, fixtures, and mechanisms.Electronic Design
Schematics, PCB layouts, power paths, microcontrollers, and bring-up.03 // Founder
Founded by Anthony Procida
ArcForge Systems LLC is an independent engineering studio founded by Anthony Procida, a Computer Vision / Perception Engineer focused on applied AI, embedded systems, robotics, and prototype development.
04 // Contact
Build the Next Working Thing
ArcForge Systems is built for projects where software, hardware, and physical design have to move together.
Project signal
anthonyprocida2@gmail.com
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Idea
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Constraints
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Prototype