Zero-Shot Domain Adaptation for Object Detection: How UPRE Boosts Cross-Domain Performance

The UPRE framework introduces multi‑view domain prompts and unified representation enhancement to achieve zero‑shot domain adaptation for object detection, dramatically improving detection accuracy on unseen target domains across diverse visual scenarios.

Prompt Engineeringcross-domain learningobject detection

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Zero-Shot Domain Adaptation for Object Detection: How UPRE Boosts Cross-Domain Performance

Amap Tech

Jul 14, 2025 · Artificial Intelligence

How UPRE Achieves Zero-Shot Domain Adaptation for Object Detection with Unified Prompts

The UPRE paper, presented at ICCV, introduces a multi‑view domain prompt and a unified representation enhancement to enable zero‑shot domain adaptation for object detection, achieving state‑of‑the‑art performance across diverse weather, geographic, and synthetic‑to‑real scenarios.

Prompt Engineeringcomputer visionobject detection

0 likes · 10 min read

How UPRE Achieves Zero-Shot Domain Adaptation for Object Detection with Unified Prompts