Forrest Huang

schoolUniversity of Californiabar_chart#4350 Global Rank

Total Papers

HCI Rank

#4350

Research Areas

Years Active

Recent Publications

UMLAUT: Debugging Deep Learning Programs using Program Structure and Model Behavior

Training deep neural networks can generate non-descriptive error messages or produce unusual output without any explicit errors at all. While experts rely on tacit knowledge to apply debugging strategies, non-experts lack the experience required to interpret model output and correct Deep Learning (DL) programs. In thi…

CHI '191st AuthorImmersion & Presence Research +1

Swire: Sketch-based User Interface Retrieval

Sketches and real-world user interface examples are frequently used in multiple stages of the user interface design process. Unfortunately, finding relevant user interface examples, especially in large-scale datasets, is a highly challenging task because user interfaces have aesthetic and functional properties that ar…

UIST '191st AuthorGenerative AI (Text, Image, Music, Video) +2

Sketchforme: Composing Sketched Scenes from Text Descriptions for Interactive Applications

Sketching and natural languages are effective communication media for interactive applications. We introduce Sketchforme, the first neural-network-based system that can generate sketches based on text descriptions specified by users. Sketchforme is capable of gaining high-level and low-level understanding of multi-obj…

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