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21 de jun. de 2024 · Large language models (LLMs) and vision-language models (VLMs) have demonstrated remarkable performance across a wide range of tasks and domains. Despite this promise, spatial understanding and reasoning -- a fundamental component of human cognition -- remains under-explored.
21 de jun. de 2024 · In this paper, we develop three novel, visual-question answering (VQA) style benchmarks ( Spatial-Map, Maze-Nav, and Spatial-Grid, details in Section 3.1) to explore the performance of VLMs on diverse aspects of spatial reasoning, including relationship, navigation, position understanding, and object counting.
21 de jun. de 2024 · Our findings reveal several counter-intuitive insights that have been overlooked in the literature: (1) Spatial reasoning poses significant challenges where competitive models can fall behind random guessing; (2) Despite additional visual input, VLMs often under-perform compared to their LLM counterparts; (3) When both textual and visual informa...
12 de jun. de 2024 · “A picture is worth a thousand words.” That is the motto of a photojournalist. It is their objective to produce direct, truthful and bold images that tell the stories for those who have no voice.
17 de jun. de 2024 · A picture is worth a thousand words is a phrase which talks about how a visual image can mean a lot more than words. When trying to explain a profound meaning behind a situation, person or item, you can spend hours trying to describe it with words and yet a simple picture of the thing can explain it much more quickly and efficiently.
15 de jun. de 2024 · This post was inspired by an image-based writing prompt in the Freewriters community, A Picture Is Worth A Thousand Words. This is the image that inspired the little fable I made up below; Source. The parade was wonderful !
24 de jun. de 2024 · A Picture Is Worth a Thousand Words. Subject: English. Age range: 6 - 11. Resource type: Worksheet/Activity. File previews. pdf, 21.09 MB. Please click here to download the preview for full product details. A set of 20 high-interest, full-color photographs.
