Few-shot Shape Recognition by Learning Deep Shape-aware Features

no code implementations • 3 Dec 2023 • Wenlong Shi, Changsheng Lu, Ming Shao, Yinjie Zhang, Siyu Xia, Piotr Koniusz

Thirdly, we propose a decoding module to include the supervision of shape masks and edges and align the original and reconstructed shape features, enforcing the learned features to be more shape-aware.

Image Reconstruction

Improved-Flow Warp Module for Remote Sensing Semantic Segmentation

no code implementations • 9 May 2022 • Yinjie Zhang, Yi Liu, Wei Guo

Second, the offsets help with the low-resolution deep feature up-sampling process to improve the feature accordance, which boosts the accuracy of semantic segmentation.

Segmentation Semantic Segmentation