TuSimple

Dataset Information
Modalities
Images
License
Unknown
Homepage

Overview

The TuSimple dataset consists of 6,408 road images on US highways. The resolution of image is 1280×720. The dataset is composed of 3,626 for training, 358 for validation, and 2,782 for testing called the TuSimple test set of which the images are under different weather conditions.

Source: End-to-End Lane Marker Detection via Row-wise Classification
Image Source: https://www.researchgate.net/figure/a-Example-from-TuSimple-dataset-b-Derived-dataset-for-training-coordinate-network_fig4_330589970

Variants: TuSimple

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Lane Detection CLLD Contrastive Learning for Lane Detection … 2023-08-16
Lane Detection SCNN_UNet_Attention_PL* Robust Lane Detection through Self … 2023-05-26
Lane Detection CANet-M CANet: Curved Guide Line Network … 2023-04-23
Lane Detection CANet-S CANet: Curved Guide Line Network … 2023-04-23
Lane Detection CANet-L(ResNet101) CANet: Curved Guide Line Network … 2023-04-23
Lane Detection GANet(ResNet-18) A Keypoint-based Global Association Network … 2022-04-15
Lane Detection GANet(ResNet-34) A Keypoint-based Global Association Network … 2022-04-15
Lane Detection GANet(ResNet-101) A Keypoint-based Global Association Network … 2022-04-15
Lane Detection Eigenlanes (ResNet-18) Eigenlanes: Data-Driven Lane Descriptors for … 2022-03-29
Lane Detection PE-RESA Lane detection with Position Embedding 2022-03-23
Lane Detection CLRNet(ResNet-101) CLRNet: Cross Layer Refinement Network … 2022-03-19
Lane Detection CLRNet(ResNet-34) CLRNet: Cross Layer Refinement Network … 2022-03-19
Lane Detection CLRNet(ResNet-18) CLRNet: Cross Layer Refinement Network … 2022-03-19
Lane Detection BézierLaneNet (ResNet-34) Rethinking Efficient Lane Detection via … 2022-03-04
Lane Detection BézierLaneNet (ResNet-18) Rethinking Efficient Lane Detection via … 2022-03-04
Lane Detection FOLOLane(ERFNet) Focus on Local: Detecting Lane … 2021-05-28
Lane Detection CondLaneNet(ResNet-34) CondLaneNet: a Top-to-down Lane Detection … 2021-05-11
Lane Detection CondLaneNet-L(ResNet-101) CondLaneNet: a Top-to-down Lane Detection … 2021-05-11
Lane Detection CondLaneNet(ResNet-18) CondLaneNet: a Top-to-down Lane Detection … 2021-05-11
Lane Detection CondLaneNet-M(ResNet-34) CondLaneNet: a Top-to-down Lane Detection … 2021-05-11

Research Papers

Recent papers with results on this dataset: