datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
PittImageVideoAdsDataset
Dataset Card for PittImageVideoAdsDataset
Dataset Summary
PittImageVideoAdsDataset is the image and video advertisement dataset released with Automatic Understanding of Image and Video Advertisements. The paper reports 64,832 image advertisements and 3,477 YouTube advertisement videos, with human annotations for topics, sentiments, slogans, persuasive strategies, symbolic references, and action/reason Q/A. This Hugging Face version exposes the public annotation… See the full description on the dataset page: https://huggingface.co/datasets/creative-graphic-design/PittImageVideoAdsDataset.DesignVFR
DesignVFR
Towards Universal Open-Set Visual Font Recognition via Augmented Synthetic Similarity · CVPR 2026 Findings
DesignVFR is the first large-scale dataset for universal open-set Visual Font Recognition (VFR). While prior VFR work is limited to closed-set classification on isolated character-level grayscale images, DesignVFR covers font recognition in real-world universal scenarios — sentences, complex backgrounds, and artistic effects across posters, films… See the full description on the dataset page: https://huggingface.co/datasets/Tunanzzz/DesignVFR.design-fto-bench
PatSnap Design FTO Bench
A Bench for evaluating design patent Freedom-To-Operate (FTO) retrieval systems on cross-modal image search. Each sample provides a query product image (or design patent figure) plus the ground truth set of target design patents that constitute infringement risk, as confirmed by patent invalidation proceedings.
🐙 GitHub mirror: This dataset is also published as part of the patsnap/patent-bench monorepo, where you can find the reference metric scripts… See the full description on the dataset page: https://huggingface.co/datasets/gigzjl/design-fto-bench.design-fto-bench
PatSnap Design FTO Bench
A Bench for evaluating design patent Freedom-To-Operate (FTO) retrieval systems on cross-modal image search. Each sample provides a query product image (or design patent figure) plus the ground truth set of target design patents that constitute infringement risk, as confirmed by patent invalidation proceedings.
🐙 GitHub mirror: This dataset is also published as part of the patsnap/patent-bench monorepo, where you can find the reference metric scripts… See the full description on the dataset page: https://huggingface.co/datasets/PatSnap/design-fto-bench.Mixed_Media_PSD_Design_Dataset
Dataset Description
This dataset is a large-scale collection of Mixed Media Design Images, created to support research and development in computer vision, multimodal AI, creative design intelligence, and visual understanding systems.It is part of a broader collection of 211K+ PSD design images covering diverse themes and creative categories.
The dataset includes diverse mixed media visual compositions, such as posters, flyers, magazine-style layouts, advertisements, social media… See the full description on the dataset page: https://huggingface.co/datasets/InfoBayAI/Mixed_Media_PSD_Design_Dataset.vibe-design-arena
Vibe Design Arena
The first public pairwise human preference dataset for real-world vibe-coded web applications.
60 apps from the Vibe Coding Showcase were compared pairwise by human annotators who judged which app has better visual design based on screenshots. Every possible pair was evaluated (C(60,2) = 1,770 comparisons), with 30 human votes per pair.
Dataset Summary
Stat
Value
Apps
60
Pairwise comparisons
1,770
Human votes per comparison
30
Total… See the full description on the dataset page: https://huggingface.co/datasets/datapointai/vibe-design-arena.pinterest-design-resize-0715
Pinterest Design Resize 0715
This dataset contains the output of the pinterest_parse_0715 crawl for the
Pinterest board https://www.pinterest.com/shaney0708/design-resize/.
Contents
images.tar: downloaded image files under images/.
images.tar.sha256: SHA256 checksum for images.tar.
metadata/pins.jsonl: one metadata record per discovered Pinterest pin.
metadata/downloaded.csv: compact metadata for successfully downloaded images.
metadata/counts.json: crawl and… See the full description on the dataset page: https://huggingface.co/datasets/xinyangli/pinterest-design-resize-0715.Magazine_Poster_Flyer_PSD_Design_Dataset
Dataset Description
This dataset is a large-scale collection of Magazine, Poster, and Flyer PSD design files, created to support research and development in computer vision, multimodal AI, document understanding, and graphic design automation systems. It is part of a broader collection of 211K+ PSD design images covering diverse themes and creative categories.
The dataset contains professionally structured Photoshop (PSD) design templates, including marketing posters, magazine… See the full description on the dataset page: https://huggingface.co/datasets/InfoBayAI/Magazine_Poster_Flyer_PSD_Design_Dataset.Vintage_Theme_PSD_Design_Dataset
Dataset Description
This dataset is a large-scale collection of Vintage Theme PSD design files, created to support research and development in graphic design AI, computer vision, multimodal learning, and creative content generation systems. It is part of a broader collection of 211K+ PSD design images covering diverse themes and creative categories.
The dataset contains professionally designed vintage and retro-style Photoshop (PSD) templates, including posters, flyers, magazine… See the full description on the dataset page: https://huggingface.co/datasets/InfoBayAI/Vintage_Theme_PSD_Design_Dataset.Music_Festival_PSD_Design_Dataset
Dataset Description
This dataset is a large-scale collection of Music Festival PSD design images, created to support research and development in computer vision, multimodal AI, graphic design intelligence, and creative automation systems. It is part of a broader collection of 211K+ PSD design images covering diverse themes and creative categories.
The dataset includes professionally designed music festival posters and promotional PSD templates, featuring layered compositions… See the full description on the dataset page: https://huggingface.co/datasets/InfoBayAI/Music_Festival_PSD_Design_Dataset.Movie_Poster_PSD_Design_Dataset
Dataset Description
This dataset is a large-scale collection of movie poster images in PSD (Photoshop) format, designed to support research and development in computer vision, multimodal AI, graphic design understanding, and entertainment industry analytics. It is part of a broader collection of 211K+ PSD design images covering diverse themes and creative categories.
The dataset includes professionally designed cinematic movie posters with layered PSD structures, covering… See the full description on the dataset page: https://huggingface.co/datasets/InfoBayAI/Movie_Poster_PSD_Design_Dataset.Experiment-Design-Sketch-Image-Classification-Dataset
Experiment Design Sketch Image Classification Dataset
In the field of industrial manufacturing, the design process often relies on a large number of design sketches that need to be quickly converted into actual engineering designs during the subsequent manufacturing stages. However, manually processing these sketches is often time-consuming and prone to errors, currently relying mainly on manual labeling and conversion by designers, which is inefficient and unstable. Existing… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Experiment-Design-Sketch-Image-Classification-Dataset.