Open Vocabulary Attribute Detection

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

2 leaderboard tables shown for this task, 2 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

12 shown of 12 papers with code (14 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Learning Transferable Visual Models From Natural Language Supervision
  26 Feb 2021 82 repositories listed Syntology ran 16 of 20 samples · 4 unverified · 16 pointer-only (licence)
  State-of-the-art computer vision systems are trained to predict a fixed set of predetermined object categories.
• BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models
  30 Jan 2023 17 repositories listed Syntology ran 4 of 8 samples · 4 unverified · 1 pointer-only (licence)
  The cost of vision-and-language pre-training has become increasingly prohibitive due to end-to-end training of large-scale models.
• BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation
  28 Jan 2022 9 repositories listed
  Furthermore, performance improvement has been largely achieved by scaling up the dataset with noisy image-text pairs collected from the web, which is a suboptimal source of supervision.
• Align before Fuse: Vision and Language Representation Learning with Momentum Distillation
  16 Jul 2021 6 repositories listed Syntology ran 3 of 5 samples · 2 unverified · 3 pointer-only (licence)
  Most existing methods employ a transformer-based multimodal encoder to jointly model visual tokens (region-based image features) and word tokens.
• Reproducible scaling laws for contrastive language-image learning
  14 Dec 2022 5 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  To address these limitations, we investigate scaling laws for contrastive language-image pre-training (CLIP) with the public LAION dataset and the open-source OpenCLIP repository.
• Open-ended VQA benchmarking of Vision-Language models by exploiting Classification datasets and their semantic hierarchy
  11 Feb 2024 1 repository listed Syntology ran 2 of 2 samples · 0 unverified
  The evaluation of text-generative vision-language models is a challenging yet crucial endeavor.
• OvarNet: Towards Open-vocabulary Object Attribute Recognition
  23 Jan 2023 1 repository listed
  In this paper, we consider the problem of simultaneously detecting objects and inferring their visual attributes in an image, even for those with no manual annotations provided at the training stage, resembling an…
• Open-vocabulary Attribute Detection
  23 Nov 2022 1 repository listed Syntology ran 3 of 10 samples · 7 unverified
  The objective of the novel task and benchmark is to probe object-level attribute information learned by vision-language models.
• Bridging the Gap between Object and Image-level Representations for Open-Vocabulary Detection
  7 Jul 2022 1 repository listed Syntology ran 2 of 4 samples · 2 unverified
  Two popular forms of weak-supervision used in open-vocabulary detection (OVD) include pretrained CLIP model and image-level supervision.
• Localized Vision-Language Matching for Open-vocabulary Object Detection
  12 May 2022 1 repository listed
  In this work, we propose an open-vocabulary object detection method that, based on image-caption pairs, learns to detect novel object classes along with a given set of known classes.
• Multi-Grained Vision Language Pre-Training: Aligning Texts with Visual Concepts
  16 Nov 2021 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  Most existing methods in vision language pre-training rely on object-centric features extracted through object detection and make fine-grained alignments between the extracted features and texts.
• Open-Vocabulary Object Detection Using Captions
  20 Nov 2020 1 repository listed
  Weakly supervised and zero-shot learning techniques have been explored to scale object detectors to more categories with less supervision, but they have not been as successful and widely adopted as supervised models.

Syntology lines on 8 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.