most citedIncorporating simulated spatial context information improves the effectiveness of contrastive learning models

2 citations · 2 across the 2 of their papers we have counts for

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cs.CV2026

Lighting-Aware Representation Learning under Controllable Lighting Variation

Lizhen Zhu, Charantej Reddy Pochimireddy, James Z Wang +1

Variations in illumination remain a major challenge for visual representation learning, as they induce substantial appearance changes both across and within environments. While exi…

cs.CV2024★ 2 cited

Incorporating simulated spatial context information improves the effectiveness of contrastive learning models

Lizhen Zhu, James Z. Wang, Wonseuk Lee +1

Visual learning often occurs in a specific context, where an agent acquires skills through exploration and tracking of its location in a consistent environment. The historical spat…