Search Results for author: Haoran Ma

Found 4 papers, 2 papers with code

How does spatial structure affect psychological restoration? A method based on Graph Neural Networks and Street View Imagery

1 code implementation29 Nov 2023 Haoran Ma, Yan Zhang, Pengyuan Liu, Fan Zhang, Pengyu Zhu

In this work, a spatial-dependent graph neural networks (GNNs) approach is proposed to reveal the relation between spatial structure and restoration quality on an urban scale.

A natural language processing-based approach: mapping human perception by understanding deep semantic features in street view images

no code implementations29 Nov 2023 Haoran Ma, Dongdong Wu

However, this approach using only image-shallow information makes it difficult to comprehensively understand the deep semantic features of human perception of a scene.

Image Captioning Language Modelling +1

Text Semantics to Image Generation: A method of building facades design base on Stable Diffusion model

no code implementations23 Feb 2023 Haoran Ma

We first fine-tuned the Stable Diffusion model on the CMP Fa-cades dataset using the LoRA (Low-Rank Adaptation) approach, then we ap-ply the ControlNet model to further control the output.

Image Generation

Isolation Mondrian Forest for Batch and Online Anomaly Detection

1 code implementation8 Mar 2020 Haoran Ma, Benyamin Ghojogh, Maria N. Samad, Dongyu Zheng, Mark Crowley

We propose a new method, named isolation Mondrian forest (iMondrian forest), for batch and online anomaly detection.

Anomaly Detection Ensemble Learning +1

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