Datasets › CULane

CULane

Introduced by Xingang Pan et al. in Spatial As Deep: Spatial CNN for Traffic Scene Understanding1 Jan 2018 archive 2025-07-28

CULane is a large scale challenging dataset for academic research on traffic lane detection. It is collected by cameras mounted on six different vehicles driven by different drivers in Beijing. More than 55 hours of videos were collected and 133,235 frames were extracted. The dataset is divided into 88880 images for training set, 9675 for validation set, and 34680 for test set. The test set is divided into normal and 8 challenging categories.

Source: https://xingangpan.github.io/projects/CULane.html Image Source: https://xingangpan.github.io/projects/CULane.html

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 CULane DLNet F1 score 81.23 DLNet: Direction-Aware Feature Integration for Robust... RDXiaoLu/DLNet 63 Compare

Papers archive 2025-07-28

30 shown of 31 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 85. 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
DLNet: Direction-Aware Feature Integration for Robust Lane Detection in Complex Environments 1 1 9 Jun 2025 not harvested
CLRNetV2: A Faster and Stronger Lane Detector 0 5 18 Mar 2025 not harvested
CLRKDNet: Speeding up Lane Detection with Knowledge Distillation 1 2 21 May 2024 not harvested
FENet: Focusing Enhanced Network for Lane Detection 1 2 28 Dec 2023 not harvested
CLRmatchNet: Enhancing Curved Lane Detection with Deep Matching Process 1 1 26 Sep 2023 not harvested
Contrastive Learning for Lane Detection via cross-similarity 2 3 16 Aug 2023 not harvested
CLRerNet: Improving Confidence of Lane Detection with LaneIoU 2 3 15 May 2023 not harvested
End-to-End Lane detection with One-to-Several Transformer 3 1 1 May 2023 not harvested
CANet: Curved Guide Line Network with Adaptive Decoder for Lane Detection 0 3 23 Apr 2023 not harvested
Generating Dynamic Kernels via Transformers for Lane Detection 1 3 1 Jan 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 2 29 Mar 2022 ran 3 of 15 samples (12 unverified)
CLRNet: Cross Layer Refinement Network for Lane Detection 4 4 19 Mar 2022 ran 0 of 4 samples (4 unverified)
Lane Detection with Versatile AtrousFormer and Local Semantic Guidance 0 2 8 Mar 2022 not harvested
Rethinking Efficient Lane Detection via Curve Modeling 2 2 4 Mar 2022 ran 0 of 12 samples (12 unverified)
SwiftLane: Towards Fast and Efficient Lane Detection 0 1 22 Oct 2021 not harvested
Focus on Local: Detecting Lane Marker from Bottom Up via Key Point 0 1 28 May 2021 not harvested
Structure Guided Lane Detection 1 1 12 May 2021 not harvested
CondLaneNet: a Top-to-down Lane Detection Framework Based on Conditional Convolution 4 3 11 May 2021 ran 1 of 3 samples (2 unverified)
LaneAF: Robust Multi-Lane Detection with Affinity Fields 1 3 22 Mar 2021 not harvested
Robust Lane Detection via Expanded Self Attention 1 1 14 Feb 2021 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
CurveLane-NAS: Unifying Lane-Sensitive Architecture Search and Adaptive Point Blending 1 3 23 Jul 2020 not harvested
End-to-End Lane Marker Detection via Row-wise Classification 1 2 6 May 2020 not harvested
Ultra Fast Structure-aware Deep Lane Detection 10 2 24 Apr 2020 ran 2 of 3 samples (1 unverified; 3 pointer-only for licence)
Inter-Region Affinity Distillation for Road Marking Segmentation 1 1 11 Apr 2020 ran 0 of 4 samples (4 unverified)
Key Points Estimation and Point Instance Segmentation Approach for Lane Detection 10 1 16 Feb 2020 ran 1 of 8 samples (7 unverified)
Learning Lightweight Lane Detection CNNs by Self Attention Distillation 2 1 2 Aug 2019 ran 2 of 8 samples (6 unverified)
Agnostic Lane Detection 0 1 2 May 2019 not harvested

The full list of 31 is in the JSON twin.

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

Custom (research-only, non-commercial)

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • CULane

1 variant name, as the archive lists them.

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