mlsanityData to 7 Oct 2026

EUFCC-CIR: a Composed Image Retrieval Dataset for GLAM Collections

arXiv 2410.01536 ↗First posted 2 Oct 2024cs.CVcited by 1

Not on the map. Why?

Abstract (arXiv)

The intersection of Artificial Intelligence and Digital Humanities enables researchers to explore cultural heritage collections with greater depth and scale. In this paper, we present EUFCC-CIR, a dataset designed for Composed Image Retrieval (CIR) within Galleries, Libraries, Archives, and Museums (GLAM) collections. Our dataset is built on top of the EUFCC-340K image labeling dataset and contains over 180K annotated CIR triplets. Each triplet is composed of a multi-modal query (an input image plus a short text describing the desired attribute manipulations) and a set of relevant target images. The EUFCC-CIR dataset fills an existing gap in CIR-specific resources for Digital Humanities. We demonstrate the value of the EUFCC-CIR dataset by highlighting its unique qualities in comparison to other existing CIR datasets and evaluating the performance of several zero-shot CIR baselines.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 13 of its 20 references that are in the map. First posted on arXiv 2 Oct 2024.

Builds on

13 of 20 references.

References · 13

  1. 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,456
  2. 2021Image Retrieval on Real-life Images with Pre-trained Vision-and-Language Modelscited by 244
  3. 2018Composing Text and Image for Image Retrieval - An Empirical Odysseycited by 234
  4. 2023Zero-Shot Composed Image Retrieval with Textual Inversioncited by 171
  5. 2023Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image Retrievalcited by 155
  6. 2021Probabilistic Embeddings for Cross-Modal Retrievalcited by 150
  7. 2017Automatic Spatially-aware Fashion Concept Discoverycited by 132
  8. 2023Vision-by-Language for Training-Free Compositional Image Retrievalcited by 102
  9. 2020Compositional Learning of Image-Text Query for Image Retrievalcited by 57
  10. 2023COLA: A Benchmark for Compositional Text-to-image Retrievalcited by 53
  11. 2022Probabilistic Compositional Embeddings for Multimodal Image Retrievalcited by 29
  12. 2022UIGR: Unified Interactive Garment Retrievalcited by 6
1 more
  1. 2024EUFCC-340K: A Faceted Hierarchical Dataset for Metadata Annotation in GLAM Collectionscited by 1

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2026: 1.

1 paper.

  1. 2026Training-Free Pseudo-Fusion for Composed Image Retrieval with Diffusion Models and Multimodal Large Language Modelscited by 0