Dev.to

AI Model Learns to Find Images Based on Reference Photos and Text Modifications

This is a Plain English Papers summary of a research paper called AI Model Learns to Find Images Based on Reference Photos and Text Modifications. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Overview CoLLM is a framework for composed image retrieval that works without manual training data Uses LLMs to generate training triplets from image-caption pairs on-the-fly Creates joint embeddings of reference images and modification texts Introduces a new 3.4M sample dataset called Multi-Text CIR (MTCIR) Refines existing benchmarks for better evaluation reliability Achieves state-of-the-art performance with up to 15% improvement Plain English Explanation Finding specific images based on both a reference picture and a text description is hard. Imagine showing a search engine a photo of a red dress and saying "like this but in blue with short sleeves." This is what [composed image retrieval](https://aimodels.fyi/papers/arxiv/comp... Click here to read the full summary of this paper

Mar 26, 2025 - 12:34
 0
AI Model Learns to Find Images Based on Reference Photos and Text Modifications

This is a Plain English Papers summary of a research paper called AI Model Learns to Find Images Based on Reference Photos and Text Modifications. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter.

Overview

  • CoLLM is a framework for composed image retrieval that works without manual training data
  • Uses LLMs to generate training triplets from image-caption pairs on-the-fly
  • Creates joint embeddings of reference images and modification texts
  • Introduces a new 3.4M sample dataset called Multi-Text CIR (MTCIR)
  • Refines existing benchmarks for better evaluation reliability
  • Achieves state-of-the-art performance with up to 15% improvement

Plain English Explanation

Finding specific images based on both a reference picture and a text description is hard. Imagine showing a search engine a photo of a red dress and saying "like this but in blue with short sleeves." This is what [composed image retrieval](https://aimodels.fyi/papers/arxiv/comp...

Click here to read the full summary of this paper

Read More

Tags:

Previous Article

AI Agents Successfully Collaborate to Produce Research Papers Without Human Input

Next Article

HarmonyOS NEXT Practical: Logging Tool

Related Posts

A Must-Read Guide to Project Planning & Scheduling Software for IT Companies

A Must-Read Guide to Project Planning & Scheduling Soft...

Mar 31, 2025  0

Evolution of Streaming Technology: ONVIF vs RTSP

Evolution of Streaming Technology: ONVIF vs RTSP

Mar 8, 2025  0

AI Pre-entrenada con AWS: Soliciones inteligentes al alcance de todos

AI Pre-entrenada con AWS: Soliciones inteligentes al al...

Apr 1, 2025  0