LRS3-TED: a large-scale dataset for visual speech recognition.

LRS3-TED is a multi-modal dataset for visual and audio-visual speech recognition. It includes face tracks from over 400 hours of TED and TEDx videos, along with the corresponding subtitles and word alignment boundaries. The new dataset is substantially larger in scale compared to other public datasets that are available for general research.

Sqli11/LRS3-Dataset dataset hosted on Hugging Face and contributed by the HF Datasets community

Dataset

This dataset was created by E1lephant

Released under MIT

Contents

zhaoyang9425/Custom-LRS3 dataset hosted on Hugging Face and contributed by the HF Datasets community

Lrs

The Lrs dataset from the UCI repository.

  Configurations and tasks

Configuration Task Description

lrs Multiclass classification Classify lrs type.

lrs_0 Binary classification Is this instance of class 0?

lrs_1 Binary classification Is this instance of class 1?

lrs_2 Binary classification Is this instance of class 2?

lrs_3 Binary classification Is this instance of class 3?

lrs_4 Binary classification Is this instance of class 4?

lrs_5 Binary… See the full description on the dataset page: https://huggingface.co/datasets/mstz/lrs.

This feature class consists of approximately 195,000 features representing over 70,000 miles of Interstate, Primary, Secondary and Urban roads throughout the State of Virginia. The Linear Referencing System is based on the Virginia Department of Transportation's Source System of Record for road inventory, Roadway Inventory Management System (RIMS).

This dataset is the base geometry used by The City of Winnipeg's Linear Reference System (LRS). It is to be used in conjunction with LRS events also published on the Open Data portal.

Currently published LRS events are: Block Segments: https://data.winnipeg.ca/d/sr8r-ehr3 Speed Limits: https://data.winnipeg.ca/d/j5wn-5wz7

Things to be aware of when using the Winnipeg LRS: - Although attempts have been made to ensure the geometry and attribute data is correct, errors still exist in the network. Please use at your own risk. - The LRS segments have been digitized in the direction of the municipal addressing

For more information on linear referencing as a concept, see https://en.wikipedia.org/wiki/Linear_referencing

Contents:LRS Release Notes.pdfLRS Release Schedule.pdfLRS Data Disclaimer.pdfHTML Layer Metadata:SDE_VDOT_EDGE_RTE_OL_JURIS_MSR_metadata.htmlSDE_VDOT_EDGE_RTE_OL_MPST_LRS_metadata.htmlSDE_VDOT_EDGE_RTE_OVERLAP_LRS_metadata.htmlSDE_VDOT_INTERSECTION_W_XY_metadata.htmlSDE_VDOT_LANE_COUNT_MPST_RTE_metadata.htmlSDE_VDOT_LANE_COUNT_MSTR_RTE_metadata.htmlSDE_VDOT_RESPONSIBILITY_MSTR_RTE_metadata.htmlSDE_VDOT_RTE_MASTER_LRS_metadata.htmlSDE_VDOT_RTE_OL_MPST_LRS_metadata.htmlSDE_VDOT_RTE_OVERLAP_LRS_metadata.htmlSDE_VDOT_STRUCTURE_PT_MSTR_RTE_metadata.html

Virginia Department of Transportation Twenty Twenty Two Quarter One Linear Referencing SystemVDOT 22.1 LRS Release Map PackagePackage will be downloaded to your local 'Downloads' folder by default. Map package as downloaded is compressed. Depending on your ArcGIS software version, you may need to use the tool 'Extract Package' to unpack the package into a directory of your choosing prior to opening.LRS 22.1 Release Documents

Virginia Department of Transportation 2025 Quarter One Linear Referencing SystemVDOT 25.1 LRS Release Map PackagePackage will be downloaded to your local 'Downloads' folder by default. Map package as downloaded is compressed. In ArcGIS Pro, browse to the Map Package in a local folder, and select 'Add and Open'.

Contents:

• LRS Release Notes.pdf
• LRS Data Disclaimer.pdf
• HTML Layer Metadata:
• SDE_VDOT_EDGE_RTE_OL_JURIS_MSR_metadata.html
• SDE_VDOT_EDGE_RTE_OL_MPST_LRS_metadata.html
• SDE_VDOT_EDGE_RTE_OVERLAP_LRS_metadata.html
• SDE_VDOT_INTERSECTION_W_XY_metadata.html
• SDE_VDOT_LANE_COUNT_MPST_RTE_metadata.html
• SDE_VDOT_LANE_COUNT_MSTR_RTE_metadata.html
• SDE_VDOT_RESPONSIBILITY_MSTR_RTE_metadata.html
• SDE_VDOT_RTE_MASTER_LRS_metadata.html
• SDE_VDOT_RTE_OL_MPST_LRS_metadata.html
• SDE_VDOT_RTE_OVERLAP_LRS_metadata.html
• SDE_VDOT_STRUCTURE_PT_MSTR_RTE_metadata.html

LRS is a catalog of laws relevant to EPA, the regulations that implement those laws, and the EPA programs that oversee those regulations

LRS-VQA Dataset

This repository contains the LRS-VQA benchmark dataset, presented in the paper When Large Vision-Language Model Meets Large Remote Sensing Imagery: Coarse-to-Fine Text-Guided Token Pruning. Code: The associated code and evaluation scripts can be found on the project's GitHub repository: https://github.com/VisionXLab/LRS-VQA

  Introduction

Efficient vision-language understanding of large Remote Sensing Images (RSIs) is meaningful but challenging. Current… See the full description on the dataset page: https://huggingface.co/datasets/ll-13/LRS-VQA.

MDOT LRS Version 21 Geodatabase containing the Route, Control Section (CS) and Physical Reference (PR) routes and mile points.View the LRS Home Page for more information.

Virginia Department of Transportation Twenty Twenty One Quarter One Linear Referencing SystemVDOT 22.1 LRS Release DocumentationContents:LRS 22.1 Release Notes.pdfHTML Layer Metadata:SDE_VDOT_EDGE_RTE_OL_JURIS_MSR_metadata.htmlSDE_VDOT_EDGE_RTE_OL_MPST_LRS_metadata.htmlSDE_VDOT_EDGE_RTE_OVERLAP_LRS_metadata.htmlSDE_VDOT_INTERSECTION_W_XY_metadata.htmlSDE_VDOT_LANE_COUNT_MPST_RTE_metadata.htmlSDE_VDOT_LANE_COUNT_MSTR_RTE_metadata.htmlSDE_VDOT_RESPONSIBILITY_MSTR_RTE_metadata.htmlSDE_VDOT_RTE_MASTER_LRS_metadata.htmlSDE_VDOT_RTE_OL_MPST_LRS_metadata.htmlSDE_VDOT_RTE_OVERLAP_LRS_metadata.htmlSDE_STRUCTURE_ALL_POINT_LOC_metadata.htmlLRS 22.1 Map Package

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