AutoE2E: Open-Loop Evaluation of a Map- and Oracle-Route-Conditioned Temporal BEV Planner

This Zenodo record contains the English and Japanese editions of the AutoE2E technical paper, together with Vivliostyle/LaTeX source, publication figures, reproducibility scripts, and audit evidence. AutoE2E is a BEVFormer-V2-based temporal BEV planner that fuses separately encoded HD-map and route rasters with camera BEV features and predicts acceleration and curvature through a recurrent planner. The reported evaluation covers KITScenes Val v3.5 under Camera + HD Map + oracle post-hoc Route inputs and a separate invalid-navigation-input KITScenes Test v1.0 track. Scope limitation: the KITScenes route is reconstructed retrospectively from the logged whole-scene trajectory. Results are open-loop. The Camera-only Test population differs from Val and is not a causal Map/Route ablation. No closed-loop safety, intervention, production-readiness, or state-of-the-art claim is made.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-15
DOI
https://doi.org/10.5281/zenodo.22764734
Primary Topic
Autonomous Vehicle Technology and Safety
Type
preprint
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preprint

AutoE2E: Open-Loop Evaluation of a Map- and Oracle-Route-Conditioned Temporal BEV Planner

Ryota Yamada
Zenodo (CERN European Organization for Nuclear Research)
Autonomous Vehicle Technology and Safety
preprint

AutoE2E: Open-Loop Evaluation of a Map- and Oracle-Route-Conditioned Temporal BEV Planner

Ryota Yamada
preprint en

Abstract

This Zenodo record contains the English and Japanese editions of the AutoE2E technical paper, together with Vivliostyle/LaTeX source, publication figures, reproducibility scripts, and audit evidence. AutoE2E is a BEVFormer-V2-based temporal BEV planner that fuses separately encoded HD-map and route rasters with camera BEV features and predicts acceleration and curvature through a recurrent planner. The reported evaluation covers KITScenes Val v3.5 under Camera + HD Map + oracle post-hoc Route inputs and a separate invalid-navigation-input KITScenes Test v1.0 track. Scope limitation: the KITScenes route is reconstructed retrospectively from the logged whole-scene trajectory. Results are open-loop. The Camera-only Test population differs from Val and is not a causal Map/Route ablation. No closed-loop safety, intervention, production-readiness, or state-of-the-art claim is made.

Zenodo (CERN European Organization for Nuclear Research)
Amazon (United States) (US)
Autonomous Vehicle Technology and Safety
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AutoE2E: Open-Loop Evaluation of a Map- and Oracle-Route-Conditioned Temporal BEV Planner — Ryota Yamada · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS