查看更多>>摘要：Reporters obtained the following quote from the background information supplied by the inventors:“This invention relates generally to using artificial intellig ence (AI) to directly determine a patient specifictreatment or management of a disease that will benefit that patient, rather than manual selection basedon a diagnosis. Currently, autonomous AI systems use machine learning or other optimi zation techniquesto determine the diagnosis of a patient, and clinicians then u se this AI diagnosis, in addition to otherrelevant patient and population infor mation, to subjectively determine patient specific management orprescribe a pat ient specific treatment (also referred to herein as an “intervention”). Thus, Au tonomousAI diagnosis, while capable of determining a diagnosis without human ov ersight, still relies on a clinician tointerpret the diagnosis in terms of the patient’s entire case and then decide the intervention. However, thisintermedia te, subjective decision step is subject to high inter- and intra clinician varia bility, temporal andother drift. Moreover, the interaction between artificial i ntelligence and the clinician is variable with oftenunanticipated risks, and ha s been known to worsen rather than improve outcome. Moreover, obtainingthe high est quality reference standard (‘ground truth’) to train autonomous AI models fo r producinga diagnosis can be ethically problematic, and expensive. Where the r eference standard is dependent onclinician expertise, such as subjective readin g of images, the reference standard can be noisy. Instead,when clinical outcome , (which combines the effects of both the accuracy of the diagnostic process aswell as the precision of the treatment or management selection process) rather t han the interim diagnosiscan be used as reference standard for training the AI, this subjective, noisy step is eliminated, with thepotential to have higher pe rformance.”
查看更多>>摘要：The following quote was obtained by the news editors from the background informa tion supplied bythe inventors: “Nowadays, image style transfer has become a nov el way of entertainment as functions ofvideo interaction applications are gradu ally enriched. The image style transfer is to transfer one or moreimages to sty le images satisfying user requirements.
查看更多>>摘要：Reporters obtained the following quote from the background information supplied by the inventors: ““Field“Embodiments of the present disclosure generally relate to an apparatus and a me thod and, morespecifically, to a substrate processing module and a method of mo ving a workpiece.“Description of the Related Art“Conventional cluster tools are configured to perform one or more processes duri ng substrate processing.For example, a cluster tool can include a physical vapo r deposition (PVD) chamber to perform a PVDprocess on a substrate, an atomic la yer deposition (ALD) chamber for performing an ALD process on a substrate, a che mical vapor deposition (CVD) chamber for performing a CVD process on a substrate ,and/or one or more other processing chambers.
查看更多>>摘要：News editors obtained the following quote from the background information suppli ed by the inventors:“In the smart factory field, the number of cases of introdu cing machine learning or deep learning techniquesto improve work efficiency is increasing. As a representative example, manufacturers sometimes introducethis method for the purpose of speeding up and automating the determination of good/d efective products.This conventional method has a limitation in that it requires a data set containing labels to build a machinelearning model to determine goo d/defective products. Even when assuming the case of constructing amodel for an anomaly detection category, it is required to detect data in a normal category and performlabeling. From a manufacturer’s perspective, manual labeling of prod ucts through total inspection maybe a huge burden due to the volume and speed o f products being produced.
查看更多>>摘要：News editors obtained the following quote from the background information suppli ed by the inventors:“When a machining apparatus is used to machine a workpiece, it is necessary to replace a tool accordingto the wear of the tool or differen t parts to be machined. In general, a machining robot adopts a robotictool chan ger.“As disclosed in Taiwan Patent Publication No. 202126425, titled “no-impact tool changing apparatus”,the apparatus includes a tool locking arm that can rotate on a plane. A tool engaging block is provided ateither end of the tool locking arm. The tool engaging block is configured to engage with or disengage froma to ol horizontally through an elastic force-applying member for performing a tool c hange. However, thefreedom of movement of the tool locking arm is relatively lo w.
查看更多>>摘要：News editors obtained the following quote from the background information suppli ed by the inventors:“This disclosure is directed to identifying objects in a me dia stream. In particular, techniques are disclosed for leveraging machine learn ing to enable user-specific real-time information services for objects identified in a media stream.”As a supplement to the background information on this patent application, NewsRx correspondentsalso obtained the inventors’ summary information for this patent application: “Manually searching forinformation related to the people and obje cts visible within live and/or recorded video streams, especiallydiscontinued c ommercial products, requires a significant investment in time and effort. This o ften resultsin a break in focus of the video stream and takes the user’s attent ion away from the event/video streambeing watched. It also requires quite a bit of existing knowledge from each individual end-user in orderto uncover the inf ormation or services currently available regarding the real-world object itself (such asspecifically which handbag or dress someone is wearing, precisely which brand and model watch/digitaldevice a character in a movie is using, or the re al-world name of a lesser-known actor appearing brieflywithin a scene). By bein g able to receive real-time, user-specific information services related to each andevery identifiable object on screen, each individual experiencing a video st ream (and even multiple colocatedindividuals watching the same video stream to gether) could receive information about objects inthe video stream that are of interest to them. For example, each user may receive reviews and purchasinginfo rmation for identified objects, professional histories of actors or persons, or even comparisons ofthe object with the user’s existing equipment (e.g., compari son of a new smartphone with the user’scurrent smartphone). This provides signi ficantly enhanced value and personal satisfaction compared withtraditional, non -enhanced viewing experiences. This enhanced accessibility to object-specific in formationproducts and services would also be likely to increase the marketing a nd product placement values of theconstant stream of consumer products discerni ble in real-time and recorded broadcasts. This may alsosignificantly reduce the information and knowledge barriers required for the majority of end-users to interact with those products/services they desire during a fleeting moment of inte rest or inspiration.
查看更多>>摘要：News editors obtained the following quote from the background information suppli ed by the inventors:“The most straightforward choice for an environment sensor for a robot system is an electronic camera.However, these provide information r elating to the position of objects in the environment only in twodimensions per pendicular to a line of sight of the camera, but not along the line of sight its elf. Therefore,U.S. Pat. No. 9,310,608 B2 proposes a robotic system in which in formation relating to the distance of objects in the vicinity of a robotic vehic le is obtained using laser scanners. Using a first laser scannerscanning a hori zontal plane, it is possible to distinguish whether an object is in a warning zo ne or in asafety zone, closer to the scanner. Since objects outside the horizon tal plane aren’t detected by the firstlaser scanner, a second laser scanner is provided whose beam, in the course of one scan, is successivelydeflected by sev eral mirrors, each mirror thus defining an auxiliary detection plane which is in clined withrespect to the horizontal plane.
查看更多>>摘要：Reporters obtained the following quote from the background information supplied by the inventors:“Robots are machines that can assist humans or substitute for humans. Robots can be used in diverseapplications including construction, manuf acturing, monitoring, exploration, learning, and entertainment.Robots can be us ed in dangerous or uninhabitable environments, for example.“Machine learning and artificial intelligence techniques can be applied to the o peration of a roboticsystem, for example, to help perform complex tasks based o n real-time feedback.
查看更多>>摘要：News editors obtained the following quote from the background information suppli ed by the inventors:“Machine learning systems typically undergo a period of tra ining. Using a trained or partially trainedmachine learning system to perform a task is generally referred to using the system in inference, i.e.processing da ta to perform the task. Training a machine learning system can involve using the system ininference whilst providing the system with training data.
查看更多>>摘要：News editors obtained the following quote from the background information suppli ed by the inventors:“The present invention relates to the field of digital comp uter systems, and more specifically, to a methodfor generating tests of a machi ne learning engine. “Machine learning models are being integrated in many software systems such as d atabase transactionprocessing systems. These models may be very complex to eval uate. For example, the evaluation andmonitoring of such models rely on the beha viour of the outcomes as function of the inputs. However,such evaluations may b e resource consuming.”
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