Datasets › Fashion IQ

Fashion IQ

Introduced by Hui Wu et al. in Fashion IQ: A New Dataset Towards Retrieving Images by Natural Language Feedback30 May 2019 archive 2025-07-28

Fashion IQ support and advance research on interactive fashion image retrieval. Fashion IQ is the first fashion dataset to provide human-generated captions that distinguish similar pairs of garment images together with side-information consisting of real-world product descriptions and derived visual attribute labels for these images.

Source: Fashion IQ: A New Dataset Towards Retrieving Images by Natural Language Feedback

Benchmarks archive 2025-07-28

All 6 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

Papers archive 2025-07-28

30 shown of 41 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 102. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
TMCIR: Token Merge Benefits Composed Image Retrieval 0 1 15 Apr 2025 not harvested
CoLLM: A Large Language Model for Composed Image Retrieval 1 3 25 Mar 2025 not harvested
ImageScope: Unifying Language-Guided Image Retrieval via Large Multimodal Model Collective Reasoning 1 1 13 Mar 2025 not harvested
SCOT: Self-Supervised Contrastive Pretraining For Zero-Shot Compositional Retrieval 0 1 12 Jan 2025 not harvested
MegaPairs: Massive Data Synthesis For Universal Multimodal Retrieval 1 1 19 Dec 2024 not harvested
Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval 1 3 15 Dec 2024 not harvested
Semantic Editing Increment Benefits Zero-Shot Composed Image Retrieval 2 1 28 Oct 2024 not harvested
Training-free Zero-shot Composed Image Retrieval via Weighted Modality Fusion and Similarity 1 4 7 Sep 2024 ran 2 of 2 samples (0 unverified)
LDRE: LLM-based Divergent Reasoning and Ensemble for Zero-Shot Composed Image Retrieval 2 1 11 Jul 2024 not harvested
An Efficient Post-hoc Framework for Reducing Task Discrepancy of Text Encoders for Composed Image Retrieval 1 2 13 Jun 2024 not harvested
CaLa: Complementary Association Learning for Augmenting Composed Image Retrieval 1 1 29 May 2024 not harvested
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval 2 4 5 May 2024 ran 3 of 4 samples (1 unverified; 4 pointer-only for licence)
Improving Composed Image Retrieval via Contrastive Learning with Scaling Positives and Negatives 1 1 17 Apr 2024 ran 3 of 4 samples (1 unverified)
MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions 1 4 28 Mar 2024 ran 1 of 1 samples (0 unverified)
Language-only Efficient Training of Zero-shot Composed Image Retrieval 1 2 4 Dec 2023 ran 3 of 8 samples (5 unverified; 8 pointer-only for licence)
Pretrain like Your Inference: Masked Tuning Improves Zero-Shot Composed Image Retrieval 1 1 13 Nov 2023 ran 3 of 4 samples (1 unverified; 4 pointer-only for licence)
Vision-by-Language for Training-Free Compositional Image Retrieval 1 3 13 Oct 2023 ran 4 of 8 samples (4 unverified)
Sentence-level Prompts Benefit Composed Image Retrieval 1 1 9 Oct 2023 ran 7 of 8 samples (1 unverified; 8 pointer-only for licence)
Context-I2W: Mapping Images to Context-dependent Words for Accurate Zero-Shot Composed Image Retrieval 1 1 28 Sep 2023 ran 1 of 1 samples (0 unverified)
CoVR-2: Automatic Data Construction for Composed Video Retrieval 1 2 28 Aug 2023 ran 1 of 1 samples (0 unverified)
Composed Image Retrieval using Contrastive Learning and Task-oriented CLIP-based Features 2 1 22 Aug 2023 ran 4 of 5 samples (1 unverified)
Ranking-aware Uncertainty for Text-guided Image Retrieval 0 2 16 Aug 2023 not harvested
Zero-shot Composed Text-Image Retrieval 1 1 12 Jun 2023 not harvested
Collaborative Group: Composed Image Retrieval via Consensus Learning from Noisy Annotations 0 1 3 Jun 2023 not harvested
Candidate Set Re-ranking for Composed Image Retrieval with Dual Multi-modal Encoder 2 1 25 May 2023 ran 4 of 6 samples (2 unverified)
Bi-directional Training for Composed Image Retrieval via Text Prompt Learning 1 1 29 Mar 2023 not harvested
Zero-Shot Composed Image Retrieval with Textual Inversion 2 5 27 Mar 2023 not harvested
CompoDiff: Versatile Composed Image Retrieval With Latent Diffusion 1 2 21 Mar 2023 ran 3 of 6 samples (3 unverified)
Data Roaming and Quality Assessment for Composed Image Retrieval 1 1 16 Mar 2023 not harvested
Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image Retrieval 1 1 6 Feb 2023 ran 1 of 1 samples (0 unverified)

The full list of 41 is in the JSON twin.

Dataset loaders archive 2025-07-28

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • FashionIQ
  • Fashion IQ

2 variant names, as the archive lists them.

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