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Python Programming Learning Circle
Python Programming Learning Circle
Feb 11, 2022 · Artificial Intelligence

Background Replacement Using Deep Learning in Python

This article presents a Python implementation that leverages deep learning models such as MobileNetV2 and ResNet to replace image backgrounds, detailing project structure, required dependencies, dataset preparation, core code for homographic alignment, model definition, and usage instructions for processing single images with custom backgrounds.

Background Replacementcomputer visiondeep learning
0 likes · 28 min read
Background Replacement Using Deep Learning in Python
Kuaishou Tech
Kuaishou Tech
May 10, 2021 · Artificial Intelligence

Semantic Image Matting: Integrating Alpha Pattern Semantics into the Matting Framework

The article presents Semantic Image Matting, a novel approach that incorporates 20 semantic Alpha pattern categories into the matting pipeline via semantic Trimap, region‑based classifiers, multi‑class discriminators, and learnable gradient loss, achieving state‑of‑the‑art results on multiple benchmarks.

alpha patternsdeep learningimage-matting
0 likes · 11 min read
Semantic Image Matting: Integrating Alpha Pattern Semantics into the Matting Framework