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cs.CV2026
Learning Reference-Guided Exposure Correction with Hybrid Illumination Characteristics
Hao Ren, Zetong Bi, Zhaoliang Wan +1
We present HICNet, a reference-guided exposure correction framework. A lightweight, content-agnostic encoder distills each image into a compact illumination embedding capturing reg…
cs.CV2026
STRNet: Visual Navigation with Spatio-Temporal Representation through Dynamic Graph Aggregation
Hao Ren, Zetong Bi, Yiming Zeng +3
Visual navigation requires the robot to reach a specified goal such as an image, based on a sequence of first-person visual observations. While recent learning-based approaches hav…