Papers by Nancy F Chen
Coherent and Concise Radiology Report Generation via Context Specific Image Representations and Orthogonal Sentence States (2021.naacl-industry)
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| Challenge: | Neural models for text generation are often designed in an end-to-end fashion, limiting their practical usability in downstream applications. |
| Approach: | They propose a method to compute image representations specific to each sentential context and exploiting diverse sentence states to ensure topical continuity and content diversity of generated radiology reports. |
| Outcome: | The proposed method outperforms baselines on objective metrics and human evaluations by 18% and 29% respectively in the evaluation for informativeness and content ordering respectively. |