Search Results for author: Siyi Du

Found 4 papers, 3 papers with code

AViT: Adapting Vision Transformers for Small Skin Lesion Segmentation Datasets

1 code implementation26 Jul 2023 Siyi Du, Nourhan Bayasi, Ghassan Harmarneh, Rafeef Garbi

In addition, we employ a shallow CNN as a prompt generator to create a prompt embedding from the input image, which grasps fine-grained information and CNN's inductive biases to guide the segmentation task on small datasets.

Lesion Segmentation Skin Lesion Segmentation

MDViT: Multi-domain Vision Transformer for Small Medical Image Segmentation Datasets

1 code implementation5 Jul 2023 Siyi Du, Nourhan Bayasi, Ghassan Harmarneh, Rafeef Garbi

Naivly combining datasets from different domains can result in negative knowledge transfer (NKT), i. e., a decrease in model performance on some domains with non-negligible inter-domain heterogeneity.

Efficient ViTs Image Segmentation +7

KBGN: Knowledge-Bridge Graph Network for Adaptive Vision-Text Reasoning in Visual Dialogue

no code implementations11 Aug 2020 Xiaoze Jiang, Siyi Du, Zengchang Qin, Yajing Sun, Jing Yu

Visual dialogue is a challenging task that needs to extract implicit information from both visual (image) and textual (dialogue history) contexts.

Information Retrieval Retrieval

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