René's URL Explorer Experiment


Title: GitHub - OpenDriveLab/SimScale: Learning to Drive via Real-World Simulation at Scale

Open Graph Title: GitHub - OpenDriveLab/SimScale: Learning to Drive via Real-World Simulation at Scale

X Title: GitHub - OpenDriveLab/SimScale: Learning to Drive via Real-World Simulation at Scale

Description: Learning to Drive via Real-World Simulation at Scale - OpenDriveLab/SimScale

Open Graph Description: Learning to Drive via Real-World Simulation at Scale - OpenDriveLab/SimScale

X Description: Learning to Drive via Real-World Simulation at Scale - OpenDriveLab/SimScale

Mail addresses
tianhaochen2023@ia.ac.cn

Opengraph URL: https://github.com/OpenDriveLab/SimScale

X: @github

direct link

Domain: patch-diff.githubusercontent.com

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https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#learning-to-drive-via-real-world-simulation-at-scale
https://arxiv.org/abs/2511.23369
https://opendrivelab.com/SimScale/
https://huggingface.co/datasets/OpenDriveLab/SimScale
https://modelscope.cn/datasets/OpenDriveLab/SimScale
https://github.com/OpenDriveLab/SimScale/blob/main/LICENSE
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/assets/teaser.png
Haochen Tianhttps://github.com/hctian713
Tianyu Lihttps://github.com/sephyli
Haochen Liuhttps://georgeliu233.github.io/
Jiazhi Yanghttps://github.com/YTEP-ZHI
Yihang Qiuhttps://github.com/gihharwtw
Guang Lihttps://scholar.google.com/citations?user=McEfO8UAAAAJ&hl=en
Junli Wanghttps://openreview.net/profile?id=%7EJunli_Wang4
Yinfeng Gaohttps://scholar.google.com/citations?user=VTn0hqIAAAAJ&hl=en
Zhang Zhanghttps://scholar.google.com/citations?user=rnRNwEMAAAAJ&hl=en
Liang Wanghttps://scholar.google.com/citations?user=8kzzUboAAAAJ&hl=en
Hangjun Yehttps://scholar.google.com/citations?user=68tXhe8AAAAJ&hl=en
Tieniu Tanhttps://scholar.google.com/citations?user=W-FGd_UAAAAJ&hl=en
Long Chenhttps://long.ooo/
Hongyang Lihttps://lihongyang.info/
𝕏https://x.com/OpenDriveLab/status/1999507869633527845
Mediahttps://mp.weixin.qq.com/s/OGV3Xlb0bHSSSloG11qFJA
Slideshttps://docs.google.com/presentation/d/17qbsKZU9jdw7MfiPk7hZelaLb3leR2M76gPcMkuf1MI/edit?usp=sharing
Talk (in Chinese)https://www.bilibili.com/video/BV1tqrEBNECQ
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#-highlights
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paperhttps://arxiv.org/abs/2511.23369
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#-todo-list
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#-table-of-contents
Model Zoohttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#%EF%B8%8F-model-zoo
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Data Preparationhttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#-data-preparation
Download Datasethttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#1-download-dataset
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Co-Training with Pseudo-Experthttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#co-training-with-pseudo-expert
Co-Training with Rewards Onlyhttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#co-training-with-rewards-only
Inferencehttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#-inference
NAVSIM v2 navhardhttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#navsim-v2-navhard
NAVSIM v2 navtesthttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#navsim-v2-navtest
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https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#-getting-started
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#1-clone-simscale-repo
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#2-create-environment
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#-data-preparation
nuPlanhttps://www.nuscenes.org/nuplan
NAVSIMhttps://github.com/autonomousvision/navsim
Download NAVSIMhttps://github.com/autonomousvision/navsim/blob/main/docs/install.md#2-download-the-dataset
Download NAVSIMhttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/docs/install.md#2-download-the-dataset
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#1-download-dataset
Script (Hugging Face)https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/tools/download_hf.sh
Script (ModelScope)https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/tools/download_ms
OpenScenehttps://github.com/OpenDriveLab/OpenScene/blob/main/docs/getting_started.md#download-data
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#--overview-table-of-simulated-synthetic-data
reaction_pdm_v1.0-0https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/navsim/planning/script/config/common/train_test_split/scene_filter/navtrain_reaction_pdm_v1.0-0.yaml
HFhttps://huggingface.co/datasets/OpenDriveLab/SimScale/tree/main/SimScale_data/synthetic_reaction_pdm_v1.0-0
HF_Futhttps://huggingface.co/datasets/OpenDriveLab-org/SimScale/tree/main/SimScale_data/synthetic_reaction_pdm_v1.0-0
MShttps://modelscope.cn/datasets/OpenDriveLab/SimScale/tree/master/SimScale_data/synthetic_reaction_pdm_v1.0-0
reaction_pdm_v1.0-1https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/navsim/planning/script/config/common/train_test_split/scene_filter/navtrain_reaction_pdm_v1.0-1.yaml
HFhttps://huggingface.co/datasets/OpenDriveLab/SimScale/tree/main/SimScale_data/synthetic_reaction_pdm_v1.0-1
HF_Futhttps://huggingface.co/datasets/OpenDriveLab-org/SimScale/tree/main/SimScale_data/synthetic_reaction_pdm_v1.0-1
MShttps://modelscope.cn/datasets/OpenDriveLab/SimScale/tree/master/SimScale_data/synthetic_reaction_pdm_v1.0-1
reaction_pdm_v1.0-2https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/navsim/planning/script/config/common/train_test_split/scene_filter/navtrain_reaction_pdm_v1.0-2.yaml
HFhttps://huggingface.co/datasets/OpenDriveLab/SimScale/tree/main/SimScale_data/synthetic_reaction_pdm_v1.0-2
HF_Futhttps://huggingface.co/datasets/OpenDriveLab-org/SimScale/tree/main/SimScale_data/synthetic_reaction_pdm_v1.0-2
MShttps://modelscope.cn/datasets/OpenDriveLab/SimScale/tree/master/SimScale_data/synthetic_reaction_pdm_v1.0-2
reaction_pdm_v1.0-3https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/navsim/planning/script/config/common/train_test_split/scene_filter/navtrain_reaction_pdm_v1.0-3.yaml
HFhttps://huggingface.co/datasets/OpenDriveLab/SimScale/tree/main/SimScale_data/synthetic_reaction_pdm_v1.0-3
HF_Futhttps://huggingface.co/datasets/OpenDriveLab-org/SimScale/tree/main/SimScale_data/synthetic_reaction_pdm_v1.0-3
MShttps://modelscope.cn/datasets/OpenDriveLab/SimScale/tree/master/SimScale_data/synthetic_reaction_pdm_v1.0-3
reaction_pdm_v1.0-4https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/navsim/planning/script/config/common/train_test_split/scene_filter/navtrain_reaction_pdm_v1.0-4.yaml
HFhttps://huggingface.co/datasets/OpenDriveLab/SimScale/tree/main/SimScale_data/synthetic_reaction_pdm_v1.0-4
HF_Futhttps://huggingface.co/datasets/OpenDriveLab-org/SimScale/tree/main/SimScale_data/synthetic_reaction_pdm_v1.0-4
MShttps://modelscope.cn/datasets/OpenDriveLab/SimScale/tree/master/SimScale_data/synthetic_reaction_pdm_v1.0-4
reaction_recovery_v1.0-0https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/navsim/planning/script/config/common/train_test_split/scene_filter/navtrain_reaction_recovery_v1.0-0.yaml
HFhttps://huggingface.co/datasets/OpenDriveLab/SimScale/tree/main/SimScale_data/synthetic_reaction_recovery_v1.0-0
HF_Futhttps://huggingface.co/datasets/OpenDriveLab-org/SimScale/tree/main/SimScale_data/synthetic_reaction_recovery_v1.0-0
MShttps://modelscope.cn/datasets/OpenDriveLab/SimScale/tree/master/SimScale_data/synthetic_reaction_recovery_v1.0-0
reaction_recovery_v1.0-1https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/navsim/planning/script/config/common/train_test_split/scene_filter/navtrain_reaction_recovery_v1.0-1.yaml
HFhttps://huggingface.co/datasets/OpenDriveLab/SimScale/tree/main/SimScale_data/synthetic_reaction_recovery_v1.0-1
HF_Futhttps://huggingface.co/datasets/OpenDriveLab-org/SimScale/tree/main/SimScale_data/synthetic_reaction_recovery_v1.0-1
MShttps://modelscope.cn/datasets/OpenDriveLab/SimScale/tree/master/SimScale_data/synthetic_reaction_recovery_v1.0-1
reaction_recovery_v1.0-2https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/navsim/planning/script/config/common/train_test_split/scene_filter/navtrain_reaction_recovery_v1.0-2.yaml
HFhttps://huggingface.co/datasets/OpenDriveLab/SimScale/tree/main/SimScale_data/synthetic_reaction_recovery_v1.0-2
HF_Futhttps://huggingface.co/datasets/OpenDriveLab-org/SimScale/tree/main/SimScale_data/synthetic_reaction_recovery_v1.0-2
MShttps://modelscope.cn/datasets/OpenDriveLab/SimScale/tree/master/SimScale_data/synthetic_reaction_recovery_v1.0-2
reaction_recovery_v1.0-3https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/navsim/planning/script/config/common/train_test_split/scene_filter/navtrain_reaction_recovery_v1.0-3.yaml
HFhttps://huggingface.co/datasets/OpenDriveLab/SimScale/tree/main/SimScale_data/synthetic_reaction_recovery_v1.0-3
HF_Futhttps://huggingface.co/datasets/OpenDriveLab-org/SimScale/tree/main/SimScale_data/synthetic_reaction_recovery_v1.0-3
MShttps://modelscope.cn/datasets/OpenDriveLab/SimScale/tree/master/SimScale_data/synthetic_reaction_recovery_v1.0-3
reaction_recovery_v1.0-4https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/navsim/planning/script/config/common/train_test_split/scene_filter/navtrain_reaction_recovery_v1.0-4.yaml
HFhttps://huggingface.co/datasets/OpenDriveLab/SimScale/tree/main/SimScale_data/synthetic_reaction_recovery_v1.0-4
HF_Futhttps://huggingface.co/datasets/OpenDriveLab-org/SimScale/tree/main/SimScale_data/synthetic_reaction_recovery_v1.0-4
MShttps://modelscope.cn/datasets/OpenDriveLab/SimScale/tree/master/SimScale_data/synthetic_reaction_recovery_v1.0-4
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#-simulation-data-pipeline
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/assets/pipeline.png
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#-examples-of-simulated-synthetic-data
https://raw.githubusercontent.com/OpenDriveLab/opendrivelab.github.io/master/SimScale/github/5c9694f15f9c5537.png
https://raw.githubusercontent.com/OpenDriveLab/opendrivelab.github.io/master/SimScale/github/367cfa28901257ee.png
https://raw.githubusercontent.com/OpenDriveLab/opendrivelab.github.io/master/SimScale/github/d37c49db3dcd59fa.png
https://raw.githubusercontent.com/OpenDriveLab/opendrivelab.github.io/master/SimScale/github/5c9694f15f9c5537-sim1.gif
https://raw.githubusercontent.com/OpenDriveLab/opendrivelab.github.io/master/SimScale/github/5c9694f15f9c5537-sim2.gif
https://raw.githubusercontent.com/OpenDriveLab/opendrivelab.github.io/master/SimScale/github/5c9694f15f9c5537-sim3.gif
https://raw.githubusercontent.com/OpenDriveLab/opendrivelab.github.io/master/SimScale/github/367cfa28901257ee-sim1.gif
https://raw.githubusercontent.com/OpenDriveLab/opendrivelab.github.io/master/SimScale/github/367cfa28901257ee-sim2.gif
https://raw.githubusercontent.com/OpenDriveLab/opendrivelab.github.io/master/SimScale/github/367cfa28901257ee-sim3.gif
https://raw.githubusercontent.com/OpenDriveLab/opendrivelab.github.io/master/SimScale/github/d37c49db3dcd59fa-sim1.gif
https://raw.githubusercontent.com/OpenDriveLab/opendrivelab.github.io/master/SimScale/github/d37c49db3dcd59fa-sim2.gif
https://raw.githubusercontent.com/OpenDriveLab/opendrivelab.github.io/master/SimScale/github/d37c49db3dcd59fa-sim3.gif
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#2-set-up-configuration
Scripthttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/tools/move.sh
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#️-sim-real-co-training-recipe
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#preparation
Scripthttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/scripts/training/run_dataset_cache.sh
ResNet34https://huggingface.co/timm/resnet34.a1_in1k
V2_99https://drive.google.com/file/d/1gQkhWERCzAosBwG5bh2BKkt1k0TJZt-A/view
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#co-training-with-pseudo-expert
Scriptshttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/scripts/training
run_diffusiondrive_training_syn.shhttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/scripts/training/run_diffusiondrive_training_syn.sh
dataset.py#136https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/navsim/planning/training/dataset.py#L136
Scripthttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/scripts/training/run_transfuser_training_syn.sh
Scripthttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/scripts/training/run_diffusiondrive_training_syn.sh
Scripthttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/scripts/training/run_gtrs_dense_training_multi_syn.sh
Reward Files (Hugging Face)https://huggingface.co/datasets/OpenDriveLab/SimScale/tree/main/SimScale_rewards
Reward Files (ModelScope)https://www.modelscope.cn/datasets/OpenDriveLab/SimScale/tree/master/SimScale_rewards
gtrs_agent.py#223https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/navsim/agents/gtrs_dense/gtrs_agent.py#223
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#co-training-with-rewards-only
Scripthttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/scripts/training/run_gtrs_dense_training_multi_syn.sh
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#-inference
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#preparation-1
Scripthttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/scripts/evaluation/run_metric_caching.sh
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#navsim-v2-navhard
Scriptshttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/scripts/evaluation_navhard
navhardhttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/navsim/planning/script/config/common/train_test_split/scene_filter/navhard_two_stage.yaml
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#navsim-v2-navtest
Scriptshttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/scripts/evaluation_navtest
navtesthttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/blob/main/navsim/planning/script/config/common/train_test_split/scene_filter/navtest.yaml
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#️-acknowledgements
NAVSIMhttps://github.com/autonomousvision/navsim
MTGShttps://github.com/OpenDriveLab/MTGS
GTRShttps://github.com/NVlabs/GTRS
DiffusionDrivehttps://github.com/hustvl/DiffusionDrive
https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#-license-and-citation
Apache-2.0 licensehttps://www.apache.org/licenses/LICENSE-2.0
nuPlanhttps://www.nuscenes.org/nuplan
CC-BY-NC-SA 4.0https://creativecommons.org/licenses/by-nc-sa/4.0/
opendrivelab.com/SimScale/https://opendrivelab.com/SimScale/
simulation https://patch-diff.githubusercontent.com/topics/simulation
autonomous-driving https://patch-diff.githubusercontent.com/topics/autonomous-driving
co-training https://patch-diff.githubusercontent.com/topics/co-training
sim-to-real https://patch-diff.githubusercontent.com/topics/sim-to-real
data-scaling-laws https://patch-diff.githubusercontent.com/topics/data-scaling-laws
Readme https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#readme-ov-file
Apache-2.0 license https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale#Apache-2.0-1-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale
Activityhttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/activity
Custom propertieshttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/custom-properties
159 starshttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/stargazers
12 watchinghttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/watchers
14 forkshttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FOpenDriveLab%2FSimScale&report=OpenDriveLab+%28user%29
Releases 3https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/releases
v1.1.0 — Future Sensors Data, ModelScope Scripts and More Visualization Latest Jan 22, 2026 https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/releases/tag/v1.1.0
+ 2 releaseshttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/releases
Packages 0https://patch-diff.githubusercontent.com/orgs/OpenDriveLab/packages?repo_name=SimScale
Please reload this pagehttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale
Contributors 2https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/graphs/contributors
Please reload this pagehttps://patch-diff.githubusercontent.com/OpenDriveLab/SimScale
Python 95.5% https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/search?l=python
Shell 3.6% https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/search?l=shell
Jupyter Notebook 0.9% https://patch-diff.githubusercontent.com/OpenDriveLab/SimScale/search?l=jupyter-notebook
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