Places205-VGGNet Models for Scene Recognition
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Abstract (arXiv)
VGGNets have turned out to be effective for object recognition in still images. However, it is unable to yield good performance by directly adapting the VGGNet models trained on the ImageNet dataset for scene recognition. This report describes our implementation of training the VGGNets on the large-scale Places205 dataset. Specifically, we train three VGGNet models, namely VGGNet-11, VGGNet-13, and VGGNet-16, by using a Multi-GPU extension of Caffe toolbox with high computational efficiency. We verify the performance of trained Places205-VGGNet models on three datasets: MIT67, SUN397, and Places205. Our trained models achieve the state-of-the-art performance on these datasets and are made public available.
Key facts. Cited by 13 papers in the map (data through 14 Oct 2026). First posted on arXiv 7 Aug 2015.
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Citing papers per year: 2021: 3; 2022: 4; 2023: 2; 2024: 3; 2025: 1.
13 papers.
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- 2021Robust Machine Learning Systems: Challenges, Current Trends, Perspectives, and the Road Aheadcited by 41
- 2022Attentional Graph Convolutional Network for Structure-aware Audio-Visual Scene Classificationcited by 5
- 2021A Survey on Image Aesthetic Assessmentcited by 4
- 2021An overview of deep learning techniques for epileptic seizures detection and prediction based on neuroimaging modalities: Methods, challenges, and future workscited by 3
- 2022A Robotic Visual Grasping Design: Rethinking Convolution Neural Network with High-Resolutionscited by 2
- 2022Geometrical Homogeneous Clustering for Image Data Reductioncited by 1
- 2024Hyperspectral Image Analysis in Single-Modal and Multimodal setting using Deep Learning Techniquescited by 1
- 2022Identifying the exterior image of buildings on a 3D map and extracting elevation information using deep learning and digital image processingcited by 0
- 2023A Generic Performance Model for Deep Learning in a Distributed Environmentcited by 0
- 2023Horizontal Federated Computer Visioncited by 0
- 2024Vertical Federated Image Segmentationcited by 0
- 2024AutoLife: Automatic Life Journaling with Smartphones and LLMscited by 0
- 2025ArmFormer: Lightweight Transformer Architecture for Real-Time Multi-Class Weapon Segmentation and Classification19 Oct 2025
- 2024AutoLife: Automatic Life Journaling with Smartphones and LLMs20 Dec 2024
- 2024Hyperspectral Image Analysis in Single-Modal and Multimodal setting using Deep Learning Techniques3 Mar 2024
- 2024Vertical Federated Image Segmentation15 Jan 2024
- 2023Horizontal Federated Computer Vision31 Dec 2023
- 2023A Generic Performance Model for Deep Learning in a Distributed Environment19 May 2023
- 2022Attentional Graph Convolutional Network for Structure-aware Audio-Visual Scene Classification31 Dec 2022
- 2022A Robotic Visual Grasping Design: Rethinking Convolution Neural Network with High-Resolutions15 Sep 2022
- 2022Geometrical Homogeneous Clustering for Image Data Reduction27 Aug 2022
- 2022Identifying the exterior image of buildings on a 3D map and extracting elevation information using deep learning and digital image processing4 Jan 2022
- 2021An overview of deep learning techniques for epileptic seizures detection and prediction based on neuroimaging modalities: Methods, challenges, and future works29 May 2021
- 2021A Survey on Image Aesthetic Assessment22 Mar 2021
- 2021Robust Machine Learning Systems: Challenges, Current Trends, Perspectives, and the Road Aheadcited by 41
- 2022Attentional Graph Convolutional Network for Structure-aware Audio-Visual Scene Classificationcited by 5
- 2021A Survey on Image Aesthetic Assessmentcited by 4
- 2021An overview of deep learning techniques for epileptic seizures detection and prediction based on neuroimaging modalities: Methods, challenges, and future workscited by 3
- 2022A Robotic Visual Grasping Design: Rethinking Convolution Neural Network with High-Resolutionscited by 2
- 2022Geometrical Homogeneous Clustering for Image Data Reductioncited by 1
- 2024Hyperspectral Image Analysis in Single-Modal and Multimodal setting using Deep Learning Techniquescited by 1
- 2022Identifying the exterior image of buildings on a 3D map and extracting elevation information using deep learning and digital image processingcited by 0
- 2023A Generic Performance Model for Deep Learning in a Distributed Environmentcited by 0
- 2023Horizontal Federated Computer Visioncited by 0
- 2024Vertical Federated Image Segmentationcited by 0
- 2024AutoLife: Automatic Life Journaling with Smartphones and LLMscited by 0
12 most cited of 13 All 13 (JSON)
- 2025ArmFormer: Lightweight Transformer Architecture for Real-Time Multi-Class Weapon Segmentation and Classification19 Oct 2025
- 2024AutoLife: Automatic Life Journaling with Smartphones and LLMs20 Dec 2024
- 2024Hyperspectral Image Analysis in Single-Modal and Multimodal setting using Deep Learning Techniques3 Mar 2024
- 2024Vertical Federated Image Segmentation15 Jan 2024
- 2023Horizontal Federated Computer Vision31 Dec 2023
- 2023A Generic Performance Model for Deep Learning in a Distributed Environment19 May 2023
- 2022Attentional Graph Convolutional Network for Structure-aware Audio-Visual Scene Classification31 Dec 2022
- 2022A Robotic Visual Grasping Design: Rethinking Convolution Neural Network with High-Resolutions15 Sep 2022
- 2022Geometrical Homogeneous Clustering for Image Data Reduction27 Aug 2022
- 2022Identifying the exterior image of buildings on a 3D map and extracting elevation information using deep learning and digital image processing4 Jan 2022
- 2021An overview of deep learning techniques for epileptic seizures detection and prediction based on neuroimaging modalities: Methods, challenges, and future works29 May 2021
- 2021A Survey on Image Aesthetic Assessment22 Mar 2021
12 newest of 13 All 13 (JSON)