Such asymmetry presents two issues.

T arget: person's face stands out against a swirling, abstract background, their expression one of

Most of the long and thin smart floor lamps we've tried are all about casting bold splashes of color on the wall, perfect for setting a mood but not must help when it comes to reading, dining, or getting something done. But with its new line of Matter-enabled lamps, Govee hopes to bring the dazzle without forgetting the productivity. Govee already has several floor lamps in its portfolio, including two that we've reviewed, the Govee Floor Lamp Pro and the Floor Lamp 2. We admired both lamps, which have long, thin, stick-light designs that cast multicolored and even animated light on your walls. But while both lamps can serve up eye-catching color scenes, they're not really designed for illuminating your reading nook or dining table. With its trio of new floor lamps, Govee is trying something different.

This paper focuses on the DialFRED task, which is the task of embodied instruction following in a setting where an agent can actively ask questions about the task. To address this task, we propose DialMAT. DialMAT introduces Moment-based Adversarial Training, which incorporates adversarial perturbations into the latent space of language, image, and action. Additionally, it introduces a crossmodal parallel feature extraction mechanism that applies foundation models to both language and image. We evaluated our model using a dataset constructed from the DialFRED dataset and demonstrated superior performance compared to the baseline method in terms of success rate and path weighted success rate. The model secured the top position in the DialFRED Challenge, which took place at the CVPR 2023 Embodied AI workshop.

Contrastive Language-Image Pre-training (CLIP) stands as one of the most effective and scalable methods for training transferable vision models using paired image and text data. CLIP models are trained using contrastive loss, which typically relies on data augmentations to prevent overfitting and shortcuts. However, in the CLIP training paradigm, data augmentations are exclusively applied to image inputs, while language inputs remain unchanged throughout the entire training process, limiting the exposure of diverse texts to the same image. In this paper, we introduce Language augmented CLIP (LaCLIP), a simple yet highly effective approach to enhance CLIP training through language rewrites. Leveraging the in-context learning capability of large language models, we rewrite the text descriptions associated with each image. These rewritten texts exhibit diversity in sentence structure and vocabulary while preserving the original key concepts and meanings. During training, LaCLIP randomly selects either the original texts or the rewritten versions as text augmentations for each image. Extensive experiments on CC3M, CC12M, RedCaps and LAION-400M datasets show that CLIP pre-training with language rewrites significantly improves the transfer performance without computation or memory overhead during training.

IKEA announced its latest Sonos collaboration today, a Symfonisk speaker that doubles as a floor lamp. The lamp/speaker combo will launch in January in IKEA stores and online. The floor lamp's $260 price makes it the most expensive speaker in the Symfonisk lineup. Current models range between $120 for a bookshelf speaker (with less than stellar audio) and $250 for musical wall art. And your investment in the floor lamp could creep even higher if you want something other than the included bamboo shade, as alternative lampshades run from $39 to $49.

R.U.R. (Rossum's Universal Robots), by Karel Capek is part of HackerNoon's Book Blog Post series. You can jump to any chapter in this book here. Box candy. 1 Pad and blotter. 1 Letter opener. 1 Cigarette box. 1 Inkwell stand. 1 Practical buzzer (6 buttons). Off L.: 1 Fountain pen (for Busman). 1 Telephone buzzer. 1 Siren whistle. On Table L.C.: 2 Book ends (wooden).

Panasonic is working on a floor lamp which incorporates a security camera with a floor lamp. The device is designed to allow homeowners to monitor their properties without having to install obvious, wall-mounted cameras. But it has raised privacy concerns with the potential use by landlords or AirBnB owners to spy, record and exploit unknowing tenants. The lamp has been dubbed'HomeHawk Floor' and its svelte design may raise issues for renters. Airbnb's terms and conditions, for example, state hosts are required to inform inhabitants of any cameras or other recording devices.