TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

SotA/Robots/Autonomous Vehicles/CULane

Autonomous Vehicles on CULane

Metric: F1 score (higher is better)

LeaderboardDataset
Loading chart...

Results

Submit a result
#Model↕F1 score▼Extra DataPaperDate↕Code
1DLNet81.23No--Code
2CLRerNet-DLA3481.12NoCLRerNet: Improving Confidence of Lane Detection...2023-05-15Code
3CLRerNet-Res10180.91NoCLRerNet: Improving Confidence of Lane Detection...2023-05-15Code
4CondLSTR(ResNet-101)80.77No--Code
5CLRerNet-Res3480.76NoCLRerNet: Improving Confidence of Lane Detection...2023-05-15Code
6CLRNetV2 (DLA34)80.68No---
7CLRKDNet (DLA-34)80.68NoCLRKDNet: Speeding up Lane Detection with Knowle...2024-05-21Code
8CondLSTR(ResNet-34)80.55No--Code
9CLRNet(DLA-34)80.47NoCLRNet: Cross Layer Refinement Network for Lane ...2022-03-19Code
10CLRNetV2 (ResNet101)80.43No---
11CondLSTR(ResNet-18)80.36No--Code
12FENetV280.19NoFENet: Focusing Enhanced Network for Lane Detect...2023-12-28Code
13FENetV180.15NoFENet: Focusing Enhanced Network for Lane Detect...2023-12-28Code
14CLRNet(ResNet-101)80.13NoCLRNet: Cross Layer Refinement Network for Lane ...2022-03-19Code
15CLRmatchNet (Enhancing curved lane, Resnet-101)80NoCLRmatchNet: Enhancing Curved Lane Detection wit...2023-09-26Code
16CLRNetV2 (ResNet34)79.94No---
17CANet-L(ResNet101)79.86NoCANet: Curved Guide Line Network with Adaptive D...2023-04-23-
18CLRNet(ResNet-34)79.73NoCLRNet: Cross Layer Refinement Network for Lane ...2022-03-19Code
19CLRNetV2 (ResNet18)79.68No---
20CLRKDNet (ResNet-18)79.66NoCLRKDNet: Speeding up Lane Detection with Knowle...2024-05-21Code
21GANet(ResNet-101)79.63NoA Keypoint-based Global Association Network for ...2022-04-15Code
22CLRNet(ResNet-18)79.58NoCLRNet: Cross Layer Refinement Network for Lane ...2022-03-19Code
23CondLaneNet-L(ResNet-101)79.48NoCondLaneNet: a Top-to-down Lane Detection Framew...2021-05-11Code
24GANet(ResNet-34)79.39NoA Keypoint-based Global Association Network for ...2022-04-15Code
25CLRNet - CLLD79.27NoContrastive Learning for Lane Detection via cros...2023-08-16Code
26CANet-M79.16NoCANet: Curved Guide Line Network with Adaptive D...2023-04-23-
27FOLOLane(ERFNet)78.8NoFocus on Local: Detecting Lane Marker from Botto...2021-05-28-
28GANet(ResNet-18)78.79NoA Keypoint-based Global Association Network for ...2022-04-15Code
29CondLaneNet-M(ResNet-34)78.74NoCondLaneNet: a Top-to-down Lane Detection Framew...2021-05-11Code
30CLRNetV2 (ResNet18-lite)78.66No---
31CANet-S(ResNet18)78.46NoCANet: Curved Guide Line Network with Adaptive D...2023-04-23-
32CondLaneNet-S(ResNet-18)78.14NoCondLaneNet: a Top-to-down Lane Detection Framew...2021-05-11Code
33AtrousFormer(ResNet-34)78.08NoLane Detection with Versatile AtrousFormer and L...2022-03-08-
34O2SFormer(ResNet50)78NoEnd-to-End Lane detection with One-to-Several Tr...2023-05-01Code
35AtrousFormer(ResNet-18)77.63NoLane Detection with Versatile AtrousFormer and L...2022-03-08-
36LaneAF (DLA-34)77.41YesLaneAF: Robust Multi-Lane Detection with Affinit...2021-03-22Code
37SGNet (ResNet-34)77.27NoStructure Guided Lane Detection2021-05-12Code
38Eigenlanes (ResNet-50)77.2NoEigenlanes: Data-Driven Lane Descriptors for Str...2022-03-29Code
39LaneATT (ResNet-122)77.02NoKeep your Eyes on the Lane: Real-time Attention-...2020-10-22Code
40LaneATT (ResNet-34)76.68NoKeep your Eyes on the Lane: Real-time Attention-...2020-10-22Code
41Eigenlanes (ResNet-18)76.5NoEigenlanes: Data-Driven Lane Descriptors for Str...2022-03-29Code
42RESA - CLLD76.26NoContrastive Learning for Lane Detection via cros...2023-08-16Code
43LaneAF (ERFNet)75.63NoLaneAF: Robust Multi-Lane Detection with Affinit...2021-03-22Code
44BézierLaneNet (ResNet-34)75.57NoRethinking Efficient Lane Detection via Curve Mo...2022-03-04Code
45RESA75.3NoRESA: Recurrent Feature-Shift Aggregator for Lan...2020-08-31Code
46LaneATT (ResNet-18)75.13NoKeep your Eyes on the Lane: Real-time Attention-...2020-10-22Code
47CurveLane-L74.8NoCurveLane-NAS: Unifying Lane-Sensitive Architect...2020-07-23Code
48PINet74.4YesKey Points Estimation and Point Instance Segment...2020-02-16Code
49LaneAF (ENet)74.24NoLaneAF: Robust Multi-Lane Detection with Affinit...2021-03-22Code
50ERFNet-H&VESA74.2NoRobust Lane Detection via Expanded Self Attention2021-02-14Code
51SwiftLane74.03NoSwiftLane: Towards Fast and Efficient Lane Detec...2021-10-22-
52ERFNet-E2E74NoEnd-to-End Lane Marker Detection via Row-wise Cl...2020-05-06Code
53BézierLaneNet (ResNet-18)73.67NoRethinking Efficient Lane Detection via Curve Mo...2022-03-04Code
54CurveLane-M73.5NoCurveLane-NAS: Unifying Lane-Sensitive Architect...2020-07-23Code
55ERFNet-IntRA-KD (ours)72.4NoInter-Region Affinity Distillation for Road Mark...2020-04-11Code
56ResNet34-UFAST72.3NoUltra Fast Structure-aware Deep Lane Detection2020-04-24Code
57ResNet-101-E2E71.9NoEnd-to-End Lane Marker Detection via Row-wise Cl...2020-05-06Code
58SCNN71.6YesSpatial As Deep: Spatial CNN for Traffic Scene U...2017-12-17Code
59CurveLane-S71.4NoCurveLane-NAS: Unifying Lane-Sensitive Architect...2020-07-23Code
60ENet-SAD70.8NoLearning Lightweight Lane Detection CNNs by Self...2019-08-02Code
61UNet - CLLD70.56NoContrastive Learning for Lane Detection via cros...2023-08-16Code
62ENet-Label68.8NoAgnostic Lane Detection2019-05-02-
63ResNet18-UFAST68.4NoUltra Fast Structure-aware Deep Lane Detection2020-04-24Code