GitHub

Revisiting Efficient Semantic Segmentation: Learning Offsets for Better Spatial and Class Feature Alignment (ICCV 2025)

This repository contains the official Pytorch implementation of training & evaluation code and the trained models for Offset Learning & OffSeg. Offset Learning —— An efficient plug-and-play semantic ...
IEEE

Weakly-Supervised Semantic Segmentation Based on Multi-Strategy Collaboration

Abstract: Fully-supervised semantic segmentation has advanced notably with deep learning, yet its dependence on large amounts of precisely pixel-level annotated data brings high costs, hampering wide ...
Frontiers

Automated segmentation and classification of lumbar transverse ultrasound views using a two-stage deep learning method

Ultrasound guidance is widely used in lumbar regional anesthesia and chronic pain management because it provides radiation-free, portable, and real-time visualization. Among lumbar ultrasound views, ...
Hosted on MSN

How I built a glowing lighthouse diorama with a deep-sea monster | Fantasy miniature tutorial

Dive into the captivating world of miniature crafting as we guide you through creating an illuminated lighthouse diorama, complete with detailed shipwrecks and a glowing deep-sea monster. Explore ...
IEEE

A Continuous Perspective-Based Strategy for Deep Learning in Semantic Segmentation for Remote Sensing Fault Mapping

Abstract: Faults are critical geological features visible in remote sensing imagery, playing essential roles in earthquake studies, resource exploration, and disaster prevention. Traditional automatic ...