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"Kernel-based feature aggregation framework in point cloud networks" by Jianjia Zhang, Zhenxi Zhang et al.

Various effective deep networks have been developed for analysis of 3D point clouds. One key step in these networks is to aggregate the features of orderless points into a compact representation for the cloud. As a typical order-invariant aggregation method, max-pooling has been widely applied. However, while enjoying simplicity and high efficiency, max-pooling does not fully exploit the feature information since it not only ignores the non-maximum elements in each feature dimension but also neglects the interactions between different dimensions. These drawbacks of max-pooling motivate us to explore advanced feature aggregation methods for 3D point cloud analysis. The desired advanced method should be capable of modeling richer information between the point features than max-pooling, and, at the same time, it can readily replace max-pooling without the need to modify other parts of the existing network architecture. To this end, this paper proposes a novel kernel-based feature aggregat ....

Deep Learning , Eature Aggregation , Point Cloud ,

BBCNEWS BBC News June 4, 2024 12:13:00

Cases has gone from unacceptable in his words to almost nonexistent. doesn t that tell you everything you need to do? after 13 years, small boat crossings, higher than ever. claims, unprocessed. the taxpayer paying for hotel rooms, kernel gangs running all the way loving to the bank and an asylum system that is utterly broken on his watch. this is their fifth utterly broken on his watch. this is theirfifth prime utterly broken on his watch. this is their fifth prime minister, utterly broken on his watch. this is theirfifth prime minister, their six immigration plan, their seventh home secretary and after all this time, all the other is the same old gimmicks and empty promises. i don t agree with the home secretary on very much but when she says that the tories are all talk and no action, she is spot on, isn t she? mr speaker, illegal immigration enforcement, op. the amount of people processing claims, app. the ....

He Doesn T , People Processing Claims , Boat Cases , Small Boat Crossings , Prime Minister , Home Secretary , Asylum System , Immigration Plan , Hotel Rooms , Spot On , Isn T She , Illegal Immigration Enforcement ,

Apple releases iOS 16.3.1 and other updates with fix for

Apple is releasing minor updates to all of its major software platforms today to address one high-priority security vulnerability and to fix a handful of other ....

Crash Detection ,

MSNBC All In With Chris Hayes June 4, 2024 01:22:00

Cross over to humans. in fact, that s exactly what s happened in the past, with some similar viral outbreaks like sars and bird flu. and the end, we don t really know, definitively. one way or the other. there s seriously credentialed people on both sides of this argument. but we do know is that as with nearly every aspect of this pandemic, from masks to vaccines, school closures, social distancing, the origins of the virus itself had become indistinguishable from the larger culture war. fox news and right-wing media in particular van with these latest lab leak headlines because they fit their culture war narrative perfectly. first, because it is, in their view, a story about the chinese government, which has become the number one enemy in their moral cosmology. also because it allows them to take potshots at more traditional media outlets, which fox says, we re too eager to dismiss and shut down the lab leak theory. now, i have to say, there s a kernel of truth to the idea that some ....

Bird Flu , The End , Which Fox , Social Distancing , School Closures , Larger Culture War , Lab Leak Headlines , Culture War Narrative , Bioweapon Idea , Lab Leak Theory , Media Outlets ,

MSNBC All In With Chris Hayes June 4, 2024 08:22:00

Pandemic, from masks to vaccines, school closures, social distancing, the origins of the virus itself had become indistinguishable from the larger culture war. fox news and right-wing media in particular van with these latest lab leak headlines because they fit their culture war narrative perfectly. first, because it is, in their view, a story about the chinese government, which has become the number one enemy in their moral cosmology. also because it allows them to take potshots at more traditional media outlets, which fox says, we re too eager to dismiss and shut down the lab leak theory. now, i have to say, there s a kernel of truth to the idea that some folks were too quick to shut down the lab leak theory in the early days of the pandemic. for example, twitter labeling it as disputed or misleading really was, i think, a mistake in retrospect. it s clear now the lab leak is at least plausible, even if not the most likely view. but not insane. we but with the fewer of the theory d ....

Fox News , Lab Leak Headlines , Social Distancing , School Closures , Culture War Narrative , Larger Culture War , Bioweapon Idea , Which Fox , Lab Leak Theory , Media Outlets , In Theory , Lab Leak ,