Search Results for author: Hongtao Fu

Found 4 papers, 3 papers with code

Masked Image Residual Learning for Scaling Deeper Vision Transformers

1 code implementation NeurIPS 2023 Guoxi Huang, Hongtao Fu, Adrian G. Bors

With the same level of computational complexity as ViT-Base and ViT-Large, we instantiate 4. 5$\times$ and 2$\times$ deeper ViTs, dubbed ViT-S-54 and ViT-B-48.

object-detection Object Detection +3

SAPA: Similarity-Aware Point Affiliation for Feature Upsampling

2 code implementations26 Sep 2022 Hao Lu, Wenze Liu, Zixuan Ye, Hongtao Fu, Yuliang Liu, Zhiguo Cao

We introduce point affiliation into feature upsampling, a notion that describes the affiliation of each upsampled point to a semantic cluster formed by local decoder feature points with semantic similarity.

Depth Estimation Feature Upsampling +6

FADE: Fusing the Assets of Decoder and Encoder for Task-Agnostic Upsampling

no code implementations21 Jul 2022 Hao Lu, Wenze Liu, Hongtao Fu, Zhiguo Cao

We consider the problem of task-agnostic feature upsampling in dense prediction where an upsampling operator is required to facilitate both region-sensitive tasks like semantic segmentation and detail-sensitive tasks such as image matting.

Feature Upsampling Image Matting +1

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