Datasets › TuSimple

TuSimple

Introduced in TuSimple benchmark archive 2025-07-28

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

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Lane Detection TuSimple SCNN_UNet_Attention_PL* Accuracy 98.38 Robust Lane Detection through Self Pre-training with... — 43 Compare

Papers archive 2025-07-28

25 shown of 25 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 76. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
CLRNetV2: A Faster and Stronger Lane Detector 0 2 18 Mar 2025 not harvested
Contrastive Learning for Lane Detection via cross-similarity 2 1 16 Aug 2023 not harvested
Robust Lane Detection through Self Pre-training with Masked Sequential Autoencoders and Fine-tuning with Customized PolyLoss 0 1 26 May 2023 not harvested
CANet: Curved Guide Line Network with Adaptive Decoder for Lane Detection 0 3 23 Apr 2023 not harvested
A Keypoint-based Global Association Network for Lane Detection 2 3 15 Apr 2022 ran 3 of 7 samples (4 unverified)
Eigenlanes: Data-Driven Lane Descriptors for Structurally Diverse Lanes 2 1 29 Mar 2022 ran 3 of 15 samples (12 unverified)
Lane detection with Position Embedding 0 1 23 Mar 2022 not harvested
CLRNet: Cross Layer Refinement Network for Lane Detection 4 3 19 Mar 2022 ran 0 of 4 samples (4 unverified)
Rethinking Efficient Lane Detection via Curve Modeling 2 2 4 Mar 2022 ran 0 of 12 samples (12 unverified)
Focus on Local: Detecting Lane Marker from Bottom Up via Key Point 0 1 28 May 2021 not harvested
CondLaneNet: a Top-to-down Lane Detection Framework Based on Conditional Convolution 4 4 11 May 2021 ran 1 of 3 samples (2 unverified)
LaneAF: Robust Multi-Lane Detection with Affinity Fields 1 1 22 Mar 2021 not harvested
End-to-end Lane Shape Prediction with Transformers 2 1 9 Nov 2020 not harvested
Keep your Eyes on the Lane: Real-time Attention-guided Lane Detection 3 3 22 Oct 2020 ran 1 of 4 samples (3 unverified)
RESA: Recurrent Feature-Shift Aggregator for Lane Detection 4 1 31 Aug 2020 not harvested
Towards Lightweight Lane Detection by Optimizing Spatial Embedding 1 1 19 Aug 2020 not harvested
End-to-End Lane Marker Detection via Row-wise Classification 1 3 6 May 2020 not harvested
PolyLaneNet: Lane Estimation via Deep Polynomial Regression 1 1 23 Apr 2020 ran 0 of 10 samples (10 unverified)
Learning Lightweight Lane Detection CNNs by Self Attention Distillation 2 1 2 Aug 2019 ran 2 of 8 samples (6 unverified)
Lane Detection and Classification using Cascaded CNNs 2 1 2 Jul 2019 not harvested
Agnostic Lane Detection 0 1 2 May 2019 not harvested
EL-GAN: Embedding Loss Driven Generative Adversarial Networks for Lane Detection 0 1 14 Jun 2018 not harvested
Learning to Cluster for Proposal-Free Instance Segmentation 1 1 17 Mar 2018 not harvested
Towards End-to-End Lane Detection: an Instance Segmentation Approach 22 1 15 Feb 2018 ran 3 of 34 samples (31 unverified; 1 pointer-only for licence)
Semantic Instance Segmentation with a Discriminative Loss Function 8 1 8 Aug 2017 ran 0 of 2 samples (2 unverified; 2 pointer-only for licence)

Dataset loaders archive 2025-07-28

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • TuSimple

1 variant name, as the archive lists them.

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