Abstract: In various examples, data collection vehicles or machines may be equipped with one or more LiDAR sensors (and/or other sensors), and the LiDAR sensor(s) may be used to collect frames of LiDAR data representing various real-world conditions. The LiDAR data may be processed using one or more deep neural networks (DNNs) such as a transformer neural network to generate auto-labels representing detected dynamic obstacles of any designated class. Tracking may be applied to generate object tracks (tracklines), estimate velocity, and/or handle occlusions. In some embodiments, the object tracks may be refined based on geometry and/or confidence to improve their accuracy. In some embodiments, the auto-labels are classified to generate an estimated representation of quality, and auto-labels with at least a threshold quality score may be skipped during human labeling. As such, auto-label quality scores may be used to accelerate human validation of auto-labeled scenes by skipping high quality auto-labels.

Abstract: Embodiments of the present disclosure relate to multi-view LIDAR perception with motion cues for autonomous and semi-autonomous machines and applications. A DNN may be used to detect objects, a navigable space, weather or surface conditions, artifacts, and/or other parts or features of an environment based on multiple views of LIDAR data from multiple time slices. The DNN may include multiple input channels for processing multiple views of sensor data from multiple time slices to provide motion cues, and the extracted features from the different time slices may be geometrically projected from a first 2D view to a second 2D view, combined with features that were extracted from the second 2D view, and applied to a subsequent stage of the DNN. The data generated by the DNN may be provided to the drive stack of an autonomous vehicle or other ego-machine to enable safe planning and control of the vehicle.

Abstract: In various examples, self-supervised learning may be used to pre-train an encoder network of a masked prediction model to reconstruct masked regions of an input representation of 3D detections such as LiDAR point cloud(s). Spatial and/or temporal masking may be applied to a projected representation of 3D detections (e.g., a two-dimensional (2D) projection image), and the masked prediction model (e.g., a masked auto-encoder or joint-embedding predictive architecture) may be used to reconstruct a representation of the masked regions (e.g., reflection characteristic(s) stored in corresponding pixels or cells of the projected representation, a latent representation of the reflection characteristic(s)) during iterations of self-supervised learning. As such, the pre-trained encoder network of the masked prediction model may be used as a foundation model and fine-tuned with a task-specific output head or its pre-trained weights may be used to initialize a task-specific model.

Abstract: A system, method, and computer-readable medium are disclosed for providing a short message metadata generation tool which performs a short message metadata generation operation which automatically generates metadata for new and/or updated products as well as augmenting short message content. The short message metadata generation operation provides users with customized metadata for various products and/or lines of business and guide official company identifiers with reliable data that can be promoted among customers with ease.

Abstract: A system, method, and computer-readable medium for performing a web site accessibility operation. The web site accessibility operation automatically enables web site accessibility features for a differently abled user. In certain embodiments, the accessibility features are customized to ease accessibility factors. In certain embodiments, the web site accessibility operation intelligently detects a disability of a user and automatically enables web site accessibility features based upon the detected disability. When performing a web site accessibility operation, a user access a website an analyzer module determines whether the user has a disability and if so what type of disability. Based upon the determination the analyzer module automatically modifies the web site to optimize the accessibility of the web site for the identified disability.

Abstract: A system, method, and computer-readable medium are disclosed for a social media amplification operation which includes a workflow to amplify content over a plurality of social media platforms. More specifically, in certain embodiments, the workflow translates social media postings made in one language (e.g., the English language) into postings in multiple languages. Additionally, in certain embodiments, the broadcast the social media posting via a region specific user names (e.g., a region specific handle). Additionally, in certain embodiments, the workflow further includes identifying and adding region specific influencers. Additionally, in certain embodiments, the workflow further includes identifying and using region specific tag data (e.g., a region specific #tag) for the region and amplifying the information across multiple region specific social media platforms in their preferred time.

Abstract: A system, method, and computer-readable medium are disclosed for providing a short message tool for identifying and correlating relationships between and among multiple short messages. The short message tool collates the short message data from all company related short messages and generates a report and create a map between the contents, customers and the revenue. Such a multiple short message tool defines a workflow to generate a report from multiple short messages. More specifically, in certain embodiments the customized report may be customized based on based on lines of business (LOBs), number of short messages and re-generation of short messages (referred to as re-tweets when the short messages are Twitter type short messages), favorites, and information about individual users.

Abstract: A system, method, and computer-readable medium for performing a content distribution operation, comprising: identifying generic content for distribution; identifying at least one social media platform for distributing the generic content; generating social media platform specific content from generic content; distributing the social media platform specific content to the at least one social media platform.

Abstract: A system, method, and computer-readable medium for providing a short message tag identification tool which performs a short message tag identification operation which automatically generates a short message tag identifier based upon short message content. In certain embodiments, the short message tag identification operation identifies trending short message tag identifiers and automatically generates a preferred short message tag identifier taking into account trending short message tag identifiers.

Abstract: A system, method, and computer-readable medium are disclosed for performing a web site accessibility operation. The web site accessibility operation automatically enables web site accessibility features for a differently abled user. In certain embodiments, the accessibility features are customized to ease accessibility factors. In certain embodiments, the web site accessibility operation intelligently detects a disability of a user and automatically enables web site accessibility features based upon the detected disability. When performing a web site accessibility operation, a user access a website an analyzer module determines whether the user has a disability and if so what type of disability. Based upon the determination the analyzer module automatically modifies the web site to optimize the accessibility of the web site for the identified disability.

Abstract: A system, method, and computer-readable medium are disclosed for performing an industry wide topic detection operation which automatically detects the topics of interest within a particular industry is disclosed. Such an industry wide topic detection operation enables an organization to potentially identify shortcomings of competitors of an organization as well as business opportunities for the organization. Data generated by the industry wide topic detection operation is also useful for an organization to identify customer centric solutions, to address industry wide issues which may not addressed by other organizations within the industry. Observing and proactively engaging on these hot issues before other organizations allows a particular organization to react before competing organizations. In various embodiments, topics of interest include one or more of hot topics, troubled topics and frequently discussed topics.

Abstract: A system, method, and computer-readable medium for performing a content distribution operation, comprising: identifying generic content for distribution; identifying at least one social media platform for distributing the generic content; generating social media platform specific content from generic content; distributing the social media platform specific content to the at least one social media platform.

Abstract: A system, method, and computer-readable medium are disclosed for providing a short message metadata generation tool which performs a short message metadata generation operation which automatically generates metadata for new and/or updated products as well as augmenting short message content. The short message metadata generation operation provides users with customized metadata for various products and/or lines of business and guide official company identifiers with reliable data that can be promoted among customers with ease.

Abstract: A system, method, and computer-readable medium are disclosed for a social media amplification operation which includes a workflow to amplify content over a plurality of social media platforms. More specifically, in certain embodiments, the workflow translates social media postings made in one language (e.g., the English language) into postings in multiple languages. Additionally, in certain embodiments, the broadcast the social media posting via a region specific user names (e.g., a region specific handle). Additionally, in certain embodiments, the workflow further includes identifying and adding region specific influencers. Additionally, in certain embodiments, the workflow further includes identifying and using region specific tag data (e.g., a region specific #tag) for the region and amplifying the information across multiple region specific social media platforms in their preferred time.

Abstract: An information handling system is disclosed for generating tags of a file including a document or a webpage posting. The generating tags of a file include converting a webpage posting to a PDF document. The method further includes extracting tags provided by users. The method includes scanning the extracted data from a glossary PDF document to identify keywords of the glossary PDF document in accordance with a sentence length. The method further includes extracting data from the PDF document and scanning the extracted data to identify keywords of the PDF document in accordance with a sentence length. The method further includes reapplying selected keywords to the tags of the file.

Abstract: A system, method, and computer-readable medium for providing a short message tag identification tool which performs a short message tag identification operation which automatically generates a short message tag identifier based upon short message content. In certain embodiments, the short message tag identification operation identifies trending short message tag identifiers and automatically generates a preferred short message tag identifier taking into account trending short message tag identifiers.

Abstract: A system, method, and computer-readable medium are disclosed for providing a short message tool for identifying and correlating relationships between and among multiple short messages. The short message tool collates the short message data from all company related short messages and generates a report and create a map between the contents, customers and the revenue. Such a multiple short message tool defines a workflow to generate a report from multiple short messages. More specifically, in certain embodiments the customized report may be customized based on based on lines of business (LOBs), number of short messages and re-generation of short messages (referred to as re-tweets when the short messages are Twitter type short messages), favorites, and information about individual users.

Abstract: A system, method, and computer-readable medium are disclosed for improved management of unattended user queries. An unattended user query management system is implemented to detect an unattended user query in a social media environment. Data associated with the unattended user query is then retrieved from the social media environment and processed to assign the unattended user query to a predetermined category. Once the unattended user query has been categorized, it is provided to a resource, such as a subject matter expert (SME), associated with the query. In response, an answer to the previously-unattended user query is received from the resource, which is then provided to the social media environment that was the source of the unattended user query.

Abstract: An information handling system is disclosed for generating tags of a file including a document or a webpage posting. The generating tags of a file include converting a webpage posting to a PDF document. The method further includes extracting tags provided by users. The method includes scanning the extracted data from a glossary PDF document to identify keywords of the glossary PDF document in accordance with a sentence length. The method further includes extracting data from the PDF document and scanning the extracted data to identify keywords of the PDF document in accordance with a sentence length. The method further includes reapplying selected keywords to the tags of the file.