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Seeing Through the Glare: A Multi-Source Benchmark and Ocular-Adaptive Pixel MeanFlow for Eyeglass Reflection Removal
Not provided in the abstract
image processingcomputer visionbenchmarkingreflection removal
2610.10703
Builder Relevance
2h ago80%
Abstract
The paper introduces OcuBench, a benchmark for eyeglass reflection removal, and OcuFlow, a framework that improves reflection removal quality and efficiency.
Reality Card
Core Claim
OcuFlow achieves superior reflection removal quality and ocular fidelity, outperforming existing methods significantly in user studies.
Method / Result
OcuFlow received 67.32% of user selections in a blind study, 6.2 times the next-best share.
Limitations
Existing datasets cover limited reflection conditions, which may affect generalization to complex real-world scenarios.
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