IEEE

PGC-Net: A Novel Encoder-Decoder Network With Path Gradient Flow Control for Cell Counting

Abstract: To carry out cell counting, it is common to use neural network models with an encoder-decoder structure to generate regression density maps. In the encoder-decoder structure, skip ...
GitHub

SED: A Simple Encoder-Decoder for Open-Vocabulary Semantic Segmentation

We propose an encoder-decoder for open-vocabulary semantic segmentation comprising a hierarchical encoder-based cost map generation and a gradual fusion decoder. We introduce a category early ...
IEEE

Change-Aware Cascaded Dual-Decoder Network for Remote Sensing Image Change Detection

Abstract: Change detection aims to detect changes of objects or scenes in remote sensing images, which is critical for observing the Earth’s surface. However, due to the insufficient correlation and ...
GitHub

Transformer-Based Decoder Designs for Semantic Segmentation on Remotely Sensed Images

This repository presents cutting-edge decoder architectures integrated with Transformer networks for semantic segmentation of remotely sensed images. Building upon my prior research in remote sensing ...