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Panzhong Lu

3 accepted papers

2026

AutoFigure: Generating and Refining Publication-Ready Scientific Illustrations

ICLR 2026poster

High-quality scientific illustrations are crucial for effectively communicating complex scientific and technical concepts, yet their manual creation remains a well-recognized bottleneck in both academia and industry. We present FigureBench, the first large-scale benchmark for generating scientific i…

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2024

Rethinking Unsupervised Outlier Detection via Multiple Thresholding

ECCV 2024poster

"In the realm of unsupervised image outlier detection, assigning outlier scores holds greater significance than its subsequent task: thresholding for predicting labels. This is because determining the optimal threshold on non-separable outlier score functions is an ill-posed problem. However, the la…

2022

Extending Phrase Grounding with Pronouns in Visual Dialogues

EMNLP 2022main

Conventional phrase grounding aims to localize noun phrases mentioned in a given caption to their corresponding image regions, which has achieved great success recently. Apparently, sole noun phrase grounding is not enough for cross-modal visual language understanding. Here we extend the task by con…