English (United Kingdom)

https://curated-unify.zendy.io/wp-json/zendy-region/v1/featured_content/oa?rat=en

https://curated-unify.zendy.io/wp-json/zendy-region/v1/highlighted_journal/

Global: Zendy Tools annual

Presents the keyphrase highlighting as premium feature

Keyphrase Highlighting

Presents the summarisation as premium feature

Summarisation

Insights

Presents the pdf analysis as premium feature

PDF Analysis

Presents the zaia usage as premium feature

ZAIA

Global: Zendy Tools monthly

Global: Zendy Plus monthly

Presents the access of premium content as premium feature

Premium Content

Global: Zendy Plus annual

Global: Zendy Free Plan

Weird, unusual, and uncanny images pique the curiosity of observers becausethey challenge commonsense. For example, an image released during the 2022world cup depicts the famous soccer stars Lionel Messi and Cristiano Ronaldoplaying chess, which playfully violates our expectation that their competitionshould occur on the football field. Humans can easily recognize and interpretthese unconventional images, but can AI models do the same? We introduceWHOOPS!, a new dataset and benchmark for visual commonsense. The dataset iscomprised of purposefully commonsense-defying images created by designers usingpublicly-available image generation tools like Midjourney. We consider severaltasks posed over the dataset. In addition to image captioning, cross-modalmatching, and visual question answering, we introduce a difficult explanationgeneration task, where models must identify and explain why a given image isunusual. Our results show that state-of-the-art models such as GPT3 and BLIP2still lag behind human performance on WHOOPS!. We hope our dataset will inspirethe development of AI models with stronger visual commonsense reasoningabilities. Data, models and code are available at the project website:whoops-benchmark.github.io

Breaking Common Sense: WHOOPS! A Vision-and-Language Benchmark of Synthetic and Compositional Images