LIMIT: Representation Learning with Very Limited Resources When Data, Modalities, Labels, and Computing Resources are Scarce
ECCV 2026 Workshop | September 8–9, 2026 (TBD) | Malmö, Sweden
- Website: https://eccv2026-limit-workshop.limitlab.xyz/
- Contact: ryousuke.yamada[at]aist.go.jp
- Slack: LIMIT.Community
This workshop aims to bring together researchers and practitioners to discuss the latest advances and challenges in representation learning under limited-resource settings. We focus on innovative approaches for learning with scarce data, labels, modalities, and computing resources, including self-supervised, semi-supervised, few-shot, and synthetic data-driven methods.
- Recognition, generation, reconstruction, any visual/multi-modal tasks in limited situations
- {Self, Semi, Weakly, Un}-supervised learning with very limited resources
- {Zero, One, Few}-shot learning with very limited resources
- Training convnets, transformers, diffusion, foundation models with relatively fewer resources
- Synthetic training with procedural, artificially generated images
| Year | Conference | URL |
|---|---|---|
| 2025 | ICCV | https://limit-workshop.github.io/ |
| 2024 | CVPR | https://hirokatsukataoka16.github.io/CVPR-2024-LIMIT |
| 2023 | ICCV | https://lsfsl.net/limit23/ |
git clone git@github.com:cvpaperchallenge/ECCV2026LIMIT.git
cd ECCV2026LIMIT
yarn installyarn devOpen http://localhost:5173 in your browser.
yarn buildThe production output is generated in build/client/. This is a fully static site (SPA mode) that can be hosted on any static file server.
yarn lint # ESLint + Prettier check
yarn format # Auto-formatDocker Compose configurations are provided in environments/.
# Development
cd environments/dev
docker compose up
# CI / Production build
cd environments/ci
docker compose upThe site is automatically deployed to GitHub Pages on every push to the develop branch via GitHub Actions (.github/workflows/deploy.yaml). The custom domain eccv2026-limit-workshop.limitlab.xyz is configured to point to this deployment.
Manual deployment is also possible — run yarn build and serve the build/client/ directory with any static hosting service.
ECCV2026LIMIT/
├── src/
│ ├── app/
│ │ ├── routes/Home.tsx # Main page (all sections)
│ │ ├── layout.tsx # Site layout
│ │ ├── root.tsx # App root
│ │ └── app.css # Global styles and color palette
│ ├── components/
│ │ ├── ui/ # UI component library (shadcn/ui)
│ │ ├── header.tsx # Navigation header
│ │ ├── footer.tsx # Page footer
│ │ └── Orb.tsx # WebGL animated background
│ ├── data/
│ │ ├── workshop.json # Workshop content (title, dates, CFP, schedule, contact)
│ │ ├── people.json # Organizers and speakers
│ │ └── extras.json # Past events, awards, supporters
│ └── lib/
│ ├── seo.ts # SEO metadata and OGP settings
│ ├── structured-data.ts # JSON-LD structured data
│ └── calendar.ts # Date utilities and ICS generation
├── public/
│ ├── organizers/ # Organizer photos (302x302px recommended)
│ ├── program/ # Speaker photos (512x512px recommended)
│ ├── hero-background.jpg # Hero section background (~2560x1024px recommended)
│ ├── eccv-navbar-logo.svg # ECCV 2026 conference logo
│ ├── favicon.ico # Browser tab icon
│ ├── sitemap.xml # Sitemap
│ └── robots.txt # Robots configuration
├── environments/ # Docker Compose configs
├── .github/workflows/ # CI/CD (lint, build, deploy)
└── package.json
Most content updates only require editing JSON files in src/data/ — no code changes needed.
| What to update | File |
|---|---|
| Title, dates, overview, CFP, schedule, contact | src/data/workshop.json |
| Organizers, invited speakers | src/data/people.json |
| Past events, awards, supporters | src/data/extras.json |
| SEO metadata, OGP | src/lib/seo.ts |
| Color palette | src/app/app.css |
| Navigation links | src/components/header.tsx |
| Footer links | src/components/footer.tsx |
To show/hide sections (e.g., Program, Invited Speakers), comment out or uncomment the corresponding blocks in src/app/routes/Home.tsx.
- Framework: React Router 7 (SPA mode)
- Language: TypeScript
- Styling: Tailwind CSS v4
- UI Components: Radix UI primitives (via shadcn/ui)
- Icons: Lucide React, React Icons
- 3D Graphics: OGL (WebGL)
- Build Tool: Vite 6
- Linting: ESLint + Prettier