来源：时空探索之旅

原文链接：https://mp.weixin.qq.com/s/Ruuwr2CLXZhRGQJaM0-OhQ

ECCV 2026将在2026年9月8日至12日于瑞典马尔默（Malmö, Sweden）举行。

本文总结了ECCV 2026上有关时空时序的相关论文。

时空时序Topic：交通模拟，自动驾驶，世界模型，多模态大模型，空间推理，天气预报等。

ECCV2026论文列表：https://eccv.ecva.net/virtual/2026/papers.html

1 Long-term Traffic Simulation via Structured Autoregressive Modeling

链接：https://eccv.ecva.net/virtual/2026/poster/5085

arXiv：http://arxiv.org/abs/2606.31209v1

代码：https://github.com/Sephirex-X/RosettaSim

作者：Lingyu XIAO ⋅ Zexin Feng ⋅ Xintao Yan

关键词：交通模拟，自动驾驶，LLM

2 ECoSim: Data Efficient Fine-Tuning for Controllable Traffic Simulation

链接：https://eccv.ecva.net/virtual/2026/poster/3709

arXiv：http://arxiv.org/abs/2607.00545v1

代码：https://github.com/bob020416/ecosim

作者：Yu-Hsiang Chen ⋅ WEI-JER Chang ⋅ Yi-Ting Chen ⋅ Masayoshi TOMIZUKA

关键词：可控交通模拟，高效微调

3 RoadBench: Benchmarking MLLMs on Fine-Grained Spatial Understanding and Reasoning under Urban Road Scenarios

链接：https://eccv.ecva.net/virtual/2026/poster/5365

arXiv：http://arxiv.org/abs/2511.18011v2

代码：https://github.com/tsinghua-fib-lab/RoadBench

作者：Jun Zhang ⋅ Xin Zhang ⋅ Jie Feng ⋅ Long Chen ⋅ Junhui Wang ⋅ Zhicheng Liu ⋅ Depeng Jin ⋅ Yong Li

关键词：空间推理，多模态大模型，benchmark

4 OpenEarthAgent: A Unified Framework for Tool-Augmented Geospatial Agents

链接：https://eccv.ecva.net/virtual/2026/poster/4838

arXiv：http://arxiv.org/abs/2602.17665v4

代码：https://github.com/mbzuai-oryx/OpenEarthAgent

作者：Akashah Shabbir ⋅ Muhammad Umer Sheikh ⋅ Muhammad Akhtar Munir ⋅ Hiyam Debary ⋅ Mustansar Fiaz ⋅ Muhammad Zaigham Zaheer ⋅ Paolo Fraccaro ⋅ Fahad Shahbaz Khan ⋅ Muhammad Haris Khan ⋅ Xiao Xiang Zhu ⋅ Salman Khan

关键词：地球观测，Agents

5 UrbanAlign: Post-hoc Semantic Calibration for VLM-Human Preference Alignment

链接：https://eccv.ecva.net/virtual/2026/poster/4316

arXiv：http://arxiv.org/abs/2602.19442v4

作者：Yecheng Zhang ⋅ RONG ZHAO ⋅ Zhizhou Sha ⋅ Yong Li ⋅ Lei Wang ⋅ Ce Hou ⋅ Wen Ji ⋅ HUANG HAO ⋅ yunshan wan ⋅ Jian Yu ⋅ Junhao Xia ⋅ Yuru Zhang ⋅ Chunlei Shi

关键词：人类偏好一致性，事后概念瓶颈，视觉语言模型，城市感知

6 Driver-WM: A Driver-Centric Traffic-Conditioned Latent World Model for In-Cabin Dynamics Rollout

链接：https://eccv.ecva.net/virtual/2026/poster/3775

arXiv：http://arxiv.org/abs/2605.05092v2

代码：https://fisher75.github.io/haozhuangchi.github.io/driver-wm/

作者：Haozhuang Chi ⋅ Daosheng Qiu ⋅ Hao Su ⋅ Haochen Liu ⋅ Zirui Li ⋅ Haoruo Zhang ⋅ Chen Lv

关键词：世界模型，驾驶员监控系统，VLM，人机交互驾驶自动化，自动驾驶

7 Urban Boundaries, Social Barriers: A Benchmark and Vision-Centric Framework for Mapping Gated Communities and Equity Implications

链接：https://eccv.ecva.net/virtual/2026/poster/5544

代码：https://github.com/MinweiZhao/GBA-GCs/

作者：Minwei Zhao ⋅ WEIMING ZHANG ⋅ Jiawang DU ⋅ Qiming LIU ⋅ Weiming Zhuang ⋅ Pei Nie ⋅ Cai Wu

关键词：公平性，兴趣区域（AOI）

8 Less Tokens, Better Forecasts: Sparse Residual Routing for Efficient Weather Prediction

链接：https://eccv.ecva.net/virtual/2026/poster/3283

arXiv：http://arxiv.org/abs/2607.02829v1

代码：https://github.com/janet-sw/Sparse-Reslim

作者：Janet Wang ⋅ Yunbei Zhang ⋅ Lin Zhao ⋅ Xi Xiao ⋅ Jihun Hamm ⋅ Xiao Wang

关键词：天气预报，vision transformer，高效训练

9 RainODE: Continuous-Time Precipitation Forecasting with Latent Neural ODEs

链接：https://eccv.ecva.net/virtual/2026/poster/4156

arXiv：http://arxiv.org/abs/2606.29855v1

代码：https://github.com/SeongYE/RainODE

作者：Yeeun Seong ⋅ Doyi Kim ⋅ Minseok Seo ⋅ Changick Kim

关键词：天气预报，持续时间建模，ODE

10 Pushing the Limits of High-Resolution Weather Forecasting through Data Scaling

链接：https://eccv.ecva.net/virtual/2026/poster/4737

arXiv：http://arxiv.org/abs/2608.14652v1

作者：Yang Zhao ⋅ Peisong Niu ⋅ Tian Zhou ⋅ Ziqing Ma ⋅ Guanlong Ma ⋅ Rong Jin ⋅ Huiling Yuan ⋅ Liang Sun

关键词：天气预报，scaling law，高分辨率

11 PhenoLeaf-TS: A Time-Series Benchmark for Leaf Instance Segmentation, Tracking, and Growth Stage Classification

链接：https://eccv.ecva.net/virtual/2026/poster/5291

代码：https://github.com/pisyntor/PhenoLeaf-TS

作者：Rijad Saric ⋅ Basim Azam ⋅ Sarmad Khan ⋅ Edhem Custovic

关键词：RGB时间序列，叶片生长