← Search

Nils Ingelhag

2 accepted papers

2025

Feature Extractor or Decision Maker: Rethinking the Role of Visual Encoders in Visuomotor Policies

ICRA 2025

An end-to-end (E2E) visuomotor policy is typically treated as a unified whole, but recent approaches using out-of-domain (OOD) data to pretrain the visual encoder have cleanly separated the visual encoder from the network, with the remainder referred to as the policy. We propose Visual Alignment Tes

Cited by 1SourceScholar
2024

Enhancing Visual Domain Robustness in Behaviour Cloning via Saliency-Guided Augmentation

CoRL 2024poster

In vision-based behaviour cloning (BC), traditional image-level augmentation methods such as pixel shifting enhance in-domain performance but often struggle with visual domain shifts, including distractors, occlusion, and changes in lighting and backgrounds. Conversely, superimposition-based augment…

Cited by 2SourceScholar