To achieve reliable and precise scene understanding, autonomous vehicles typically incorporate multiple sensing modalities to capitalize on their complementary attributes. However, existing cross-modal 3D detectors do not fully utilize the image domain information to address the bottleneck issues of the LiDAR-based detectors. This paper presents a new cross-modal 3D object detector, namely UPIDet, which aims to unleash the potential of the image branch from two aspects. First, UPIDet introduces a new 2D auxiliary task called normalized local coordinate map estimation. This approach enables the learning of local spatial-aware features from the image modality to supplement sparse point clouds. Second, we discover that the representational capability of the point cloud backbone can be enhanced through the gradients backpropagated from the training objectives of the image branch, utilizing a succinct and effective point-to-pixel module.

While no one knows when or where the next major war will break out, what is becoming clear is that next time the United States engages directly in a conflict, U.S. combat units will be sharing their battle space with a different type of force -- drones, lots of them. In a push for the world's most powerful military to "meet the demands of 21st-century warfighting," Defense Secretary Pete Hegseth has ordered the Pentagon to fast-track the adoption and boost the number of various small drones deployed across the force, treating them as "consumable or expendable" capabilities similar to bullets, hand grenades and other munitions. The new initiative aims to ramp up the production, experimentation and fielding of small unmanned systems weighing less than 55 pounds (25 kilograms). This includes one-way, "kamikaze" attack drones and loitering munitions to maintain "battlefield superiority" as Washington's geopolitical and technological rivalry with Beijing intensifies.

In 2017, a game design thinktank called Project Horseshoe gathered a group of developers together to define the concept of cosiness in video games. Games, of course, have had non-violent elements since the medium was invented. Early life simulators such as 1985's Little Computer People, a low-stakes game in which the player interacts with a man living his unremarkable life in a house, could fit the bill; then there was the proliferation of social farming simulations after 1996's chibi-adorable Harvest Moon. But the resulting report, Coziness in Games: An Exploration of Safety, Softness, and Satisfied Needs, is probably the first organised effort to define a then-emerging genre. Cosy games (cozy in US spelling) don't have high-risk scenarios: "There is no impending loss of threat," they wrote.

Philips Hue appears ready to expand its line of home security devices, with clues to the manufacturer's plans hidden within its own app. The leak details an unannounced product that would round out Hue's existing catalog of security cameras, floodlights, and motion and contact sensors: a video doorbell, which would mark a logical next step in terms of brand's smart security lineup. As HueBlog.com reports, intel about the purported doorbell was discovered by a reader doing a deep dive into the Philips Hue app. Details about the device remain sketchy, but we can be reasonably sure it's in the pipeline. For starters, it appears the doorbell offers both Bluetooth and Wi-Fi connectivity, with the former designed to aid discovery during setup.

To achieve reliable and precise scene understanding, autonomous vehicles typically incorporate multiple sensing modalities to capitalize on their complementary attributes. However, existing cross-modal 3D detectors do not fully utilize the image domain information to address the bottleneck issues of the LiDAR-based detectors. This paper presents a new cross-modal 3D object detector, namely UPIDet, which aims to unleash the potential of the image branch from two aspects. First, UPIDet introduces a new 2D auxiliary task called normalized local coordinate map estimation. This approach enables the learning of local spatial-aware features from the image modality to supplement sparse point clouds.

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President Joe Biden's recent visit to India and Vietnam marked one of the administration's recent signals for economic and technological "de-risking" with China. The trip followed Biden's executive order, issued in August, that vowed to block U.S. venture capital and private equity investment in Chinese firms working on sensitive technologies such as semiconductors, artificial intelligence, and quantum computing. An era of global venture capital appears to be coming to a close. As Washington attempts to limit cross-border capital flows, however, America might be at risk of forfeiting its own access to Chinese technology and long-standing commitment to global investment. While the executive order is intended to be narrow and targeted at military acquisitions of key technology, it epitomizes a broader trend of increasing scrutiny on high-tech venture investment relationships between the U.S. and China. In a high-profile rebranding, Sequoia Capital recently spun off its highly successful China arm in June.

ChatGPT may well revolutionize web search, streamline office chores, and remake education, but the smooth-talking chatbot has also found work as a social media crypto huckster. Researchers at Indiana University Bloomington discovered a botnet powered by ChatGPT operating on X--the social network formerly known as Twitter--in May of this year. The botnet, which the researchers dub Fox8 because of its connection to cryptocurrency websites bearing some variation of the same name, consisted of 1,140 accounts. Many of them seemed to use ChatGPT to craft social media posts and to reply to each other's posts. The auto-generated content was apparently designed to lure unsuspecting humans into clicking links through to the crypto-hyping sites.

As an artist, it's important to continually explore new techniques and methods to enhance your creative process. While inspiration can strike at any moment, there are certain practices that can help you stay focused, motivated and inspired. In this article, we'll explore five ways to enhance your creative process and take your art to the next level. Trying out new techniques and mediums can be a great way to challenge yourself and to broaden your creative horizons. Whether it's trying out a new painting style or exploring a different medium altogether, experimenting with new techniques can help you stay inspired and motivated.

I'm just an Organic AI trying to predict the next text while dodging the "GIGO." My alter ego name is "The Organic AI," and my passion is using OpenAI to explore the possibilities of AI applications. I share my insights and discoveries on my website, diving deep into the world of AI and its impact on our daily lives. From cutting-edge research to practical applications, I strive to stay ahead of the curve and bring my readers the most valuable and relevant information. Join me on this journey as we explore the future of AI together.