Awesome-Scene-Change-Detection(SCD)

This repo contains a curative list of scene change detection(SCD), including papers, videos, codes, and related websites.

NOTE. This repository covers scene change detection based on robot vision (Especially image and point cloud data, etc.). Many change detection papers focus on the remote sensing domain, but this repo will only list works that have been tested on street-view scenes.

Please feel free to send me pull requests or email to add papers!

If you find this repository useful, please consider STARing this list. Feel free to share this list with others!

There are some similar repositories available, but it appears that they have not been maintained for a long time.

• https://github.com/wenhwu/awesome-remote-sensing-change-detection
• https://github.com/chickenbestlover/awesome-scene-change-detections
• https://github.com/MinZHANG-WHU/Change-Detection-Review

Paper

2024

• UMAD: University of Macau Anomaly Detection Benchmark Dataset. [Paper] [Dataset] [Website]
• Semi-Supervised Scene Change Detection by Distillation from Feature-metric Alignment, WACV. [Paper]
• Change of Scenery: Unsupervised LiDAR Change Detection for Mobile Robots, arXiv. [Paper]
  • Keyword: Point clonds change detection;
• LaserSAM: Zero-Shot Change Detection Using Visual Segmentation of Spinning LiDAR, arXiv. [Paper]
  • Keyword: Point clonds change detection;
• CityPulse: Fine-Grained Assessment of Urban Change with Street View Time Series, arXiv. [Paper]

2023

• The Change You Want to See (Now in 3D), ICCVw. [Paper] [Code]
• The Change You Want to See, WACV. [Paper] [Code] [Website]
• How to reduce change detection to semantic segmentation, PR. [Paper] [Code]
  • Keyword: C-3PO;
• Changes-Aware Transformer: Learning Generalized Changes Representation, arXiv.[Paper]
• SCTF-Det: Siamese Center-Based Detector with Transformer and Feature Fusion for Object-Level Change Detection, CAC. [Paper]
• SoftMatch Distance: A Novel Distance for Weakly-Supervised Trend Change Detection in Bi-Temporal Images, arXiv. [Paper]
  • Keyword: General change detection (GCD), trend change detection (TCD);
• Has Anything Changed? 3D Change Detection by 2D Segmentation Masks, arXiv. [Paper] [Code]
  • Keyword: 3D change detection;
• Changes-Aware Transformer: Learning Generalized Changes Representation, arXiv. [Paper]
• 3D VSG: Long-term Semantic Scene Change Prediction through 3D Variable Scene Graphs, ICRA. [Paper]
  • Keyword: 3D change detection;
• ScaleMix: Intra- And Inter-Layer Multiscale Feature Combination for Change Detection, ICASSP. [Paper]

2022

• Dual Task Learning by Leveraging Both Dense Correspondence and Mis-Correspondence for Robust Change Detection With Imperfect Matches, CVPR. [Paper] [Code]
• IDET: Iterative Difference-Enhanced Transformers for High-Quality Change Detection, [Paper] [Code]
• Selecting change image for efficient change detection, IET Signal Processing. [Paper]
• Scene change detection: semantic and depth information, Multimedia Tools and Applications. [Paper]
• Industrial Scene Change Detection using Deep Convolutional Neural Networks, arXiv. [Paper]
• Detecting Object-Level Scene Changes in Images with Viewpoint Differences Using Graph Matching, Remote Sensing. [Paper]
• Standardsim: A synthetic dataset for retail environments, International Conference on Image Analysis and Processing. [Paper] [Code]
• A motion-appearance-aware network for object change detection, Knowledge-Based Systems. [Paper]
• Scene Independency Matters: An Empirical Study of Scene Dependent and Scene Independent Evaluation for CNN-Based Change Detection, TITS. [Paper]

2021

• Changesim: Towards end-to-end online scene change detection in industrial indoor environments, IROS. [Paper] [Code] [Website]

• Hierarchical Paired Channel Fusion Network for Street Scene Change Detection, TIP. [Paper]

• DR-TANet: Dynamic Receptive Temporal Attention Network for Street Scene Change Detection, IV. [Paper] [Code]

• TransCD: scene change detection via transformer-based architecture, Optics Express. [Paper]

• City-scale Scene Change Detection using Point Clouds, ICRA. [Paper] [Code] [Website]

  • Keyword: Point clonds change detection;

• Self-Supervised Pretraining for Scene Change Detection, NeurIPS. [Paper] [Code]

• 3DCD: Scene Independent End-to-End Spatiotemporal Feature Learning Framework for Change Detection in Unseen Videos, TIP. [Paper]

2020

• Weakly Supervised Silhouette-based Semantic Scene Change Detection, ICRA. [Paper] [Code] [Website]
• Epipolar-Guided Deep Object Matching for Scene Change Detection, arXiv. [Paper]
• Change detection with absolute difference of multiscale deep features, Neurocomputing. [Paper]
• CDNet++: Improved Change Detection with Deep Neural Network Feature Correlation, IJCNN. [Paper]
• Change detection in images using shape-aware siamese convolutional network, Engineering Applications of Artificial Intelligence. [Paper]
• Robust and Efficient Object Change Detection by Combining Global Semantic Information and Local Geometric Verification, IROS. [Paper]
  • Keyword: 3D change detection;

2019

• Change detection via graph matching and multi-view geometric constraints, ICIP. [Paper]
• Mask-CDNet: A mask based pixel change detection network, Neurocomputing. [Paper]
• Street-view Change Detection via Siamese Encoder-decoder Structured Convolutional Neural Networks, VISIGRAPP. [Paper]

2018

• Street-view change detection with deconvolutional networks, Autonomous Robots. [Paper]
• Learning to Measure Changes: Fully Convolutional Siamese Metric Networks for Scene Change Detection, arXiv. [Paper] [Code]
• ChangeNet: A Deep Learning Architecture for Visual Change Detection, ECCVw. [Paper] [Code]
• MFCNET: End-to-end approach for change detection in images, ICIP. [Paper]

2017

• TSDF-based Change Detection for Consistent Long-Term Dense Reconstruction and Dynamic Object Discovery, ICRA. [Paper] [Code]
  • Keyword: 3D change detection;

2014

• CDnet 2014: An expanded change detection benchmark dataset, CVPRw. [Paper] [Website]

2012

• Changedetection. net: A new change detection benchmark dataset, IEEE computer society conference on computer vision and pattern recognition workshops. [Paper] [Website]

Application

Anomaly Detection

• UMAD: University of Macau Anomaly Detection Benchmark Dataset, 2024. [Paper] [Dataset] [Website]
• Self-Calibrating Anomaly and Change Detection for Autonomous Inspection Robots, IRC, 2022. [Paper]

Map Update

• Khronos: A Unified Approach for Spatio-Temporal Metric-Semantic SLAM in Dynamic Environments, arXiv, 2024. [Paper]

• Lifelong Change Detection: Continuous Domain Adaptation for Small Object Change Detection in Everyday Robot Navigation, MVA, 2023. [Paper]

• POCD: Probabilistic Object-Level Change Detection and Volumetric Mapping in Semi-Static Scenes, RSS, 2022. [Paper] [Dataset]

• Probabilistic Object-Level Change Detection for Mapping Semi-Static Scenes, PhD thesis, 2022. [Paper]

• PlaneSDF-Based Change Detection for Long-Term Dense Mapping, RAL, 2022. [Paper]

• Cumulative Evidence for Scene Change Detection and Local Map Updates, AIVR, 2022. [Paper]

• Did it change? Learning to Detect Point-of-Interest Changes for Proactive Map Updates, CVPR, 2019. [Paper]

Localization

• Change detection using weighted features for image-based localization, RAS, 2021. [Paper]

License

Free.