#vision

Multi-Modal AI: From Text to Vision and Beyond — The Unified Future The...

Quick read · 7 min read This article gives you a working blueprint for building AI agents that...

Project ideas that use vision, speech and text together — with the architecture, the hard part and the evaluation for each — chosen to be finishable i

A photo-to-identification app is visual, has a clear success metric, and is achievable with a pretrained model plus a well-curated reference dataset.

Full automatic video summarization is an active research area. A realistic, achievable version of it using frame sampling plus a vision-language model

Auto-generating image alt text with a vision-language model is one of the more directly useful, low-risk applications of the technology. What makes a

Per-image API pricing looks cheap at low volume and expensive fast. A concrete break-even framework for when self-hosting a vision model pays off.

You don't need the full derivation to use a ViT effectively. The practical mental model: patches as tokens, and what that implies for how you feed it

Real labelled images for a narrow vision task are often scarce. Rendered or generated synthetic data can fill the gap — with real limits worth knowing

A QR scanner that works perfectly in a demo often fails on a crumpled receipt or a glare-heavy photo. Practical fixes that improve detection in messy

Detecting an altered ID card or edited document is a real, hard vision problem. What signals are checkable today, and what's still beyond a straightfo

A classic, genuinely useful student project. What the pipeline actually needs — enrolment, matching, liveness — and where most attempts cut corners th