SOTAVerified

Change Detection

Change Detection is a computer vision task that involves detecting changes in an image or video sequence over time. The goal is to identify areas in the image or video that have undergone changes, such as appearance changes, object disappearance or appearance, or even changes in the scene's background.

Image credit: "A TRANSFORMER-BASED SIAMESE NETWORK FOR CHANGE DETECTION"

Papers

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Showing 351–400 of 919 papers

TitleStatusHype
A Late-Stage Bitemporal Feature Fusion Network for Semantic Change DetectionCode0
Automated GIS-Based Framework for Detecting Crosswalk Changes from Bi-Temporal High-Resolution Aerial Images—0
Generalizable Disaster Damage Assessment via Change Detection with Vision Foundation Model—0
SCDNet: Self-supervised Learning Feature-based Speaker Change Detection—0
A^2-MAE: A spatial-temporal-spectral unified remote sensing pre-training method based on anchor-aware masked autoencoder—0
Using Synchronic Definitions and Semantic Relations to Classify Semantic Change TypesCode0
Presence or Absence: Are Unknown Word Usages in Dictionaries?Code0
A Behavior-Aware Approach for Deep Reinforcement Learning in Non-stationary Environments without Known Change Points—0
Online Action Representation using Change Detection and Symbolic Programming—0
Confidence Estimation in Unsupervised Deep Change Vector Analysis—0
IMAFD: An Interpretable Multi-stage Approach to Flood Detection from time series Multispectral Data—0
Comparative Analysis of Advanced Feature Matching Algorithms in Challenging High Spatial Resolution Optical Satellite Stereo Scenarios—0
Open Access Battle Damage Detection via Pixel-Wise T-Test on Sentinel-1 Imagery—0
Zero-shot Degree of Ill-posedness Estimation for Active Small Object Change Detection—0
Lightweight Change Detection in Heterogeneous Remote Sensing Images with Online All-Integer Pruning Training—0
Triadic-OCD: Asynchronous Online Change Detection with Provable Robustness, Optimality, and Convergence—0
MFDS-Net: Multi-Scale Feature Depth-Supervised Network for Remote Sensing Change Detection with Global Semantic and Detail InformationCode0
Quickest Change Detection with Confusing Change—0
Artificial intelligence for context-aware visual change detection in software test automation—0
Analyzing Semantic Change through Lexical ReplacementsCode0
Multi-Sensor Diffusion-Driven Optical Image Translation for Large-Scale Applications—0
Leveraging Fine-Grained Information and Noise Decoupling for Remote Sensing Change Detection—0
Single-temporal Supervised Remote Change Detection for Domain Generalization—0
Unsupervised Speaker Diarization in Distributed IoT Networks Using Federated Learning—0
LRNet: Change detection of high-resolution remote sensing imagery via strategy of localization-then-refinementCode0
The LSCD Benchmark: a Testbed for Diachronic Word Meaning Tasks—0
Advanced Feature Manipulation for Enhanced Change Detection Leveraging Natural Language Models—0
An Integrated Neighborhood and Scale Information Network for Open-Pit Mine Change Detection in High-Resolution Remote Sensing Images—0
Pre-examinations Improve Automated Metastases Detection on Cranial MRI—0
Which LLM to Play? Convergence-Aware Online Model Selection with Time-Increasing Bandits—0
Weakly Supervised Change Detection via Knowledge Distillation and Multiscale Sigmoid InferenceCode0
Impacts of Color and Texture Distortions on Earth Observation Data in Deep Learning—0
MaskChanger: A Transformer-Based Model Tailoring Change Detection with Mask Classification—0
A Semantic Distance Metric Learning approach for Lexical Semantic Change DetectionCode0
HSONet:A Siamese foreground association-driven hard case sample optimization network for high-resolution remote sensing image change detection—0
Semantic change detection for Slovene language: a novel dataset and an approach based on optimal transportCode0
A Systematic Comparison of Contextualized Word Embeddings for Lexical Semantic ChangeCode0
Tracking Changing Probabilities via Dynamic LearnersCode0
A Comprehensive Review on Computer Vision Analysis of Aerial Data—0
Quickest Detection of False Data Injection Attack in Distributed Process Tracking—0
An Evaluation of Real-time Adaptive Sampling Change Point Detection Algorithm using KCUSUM—0
Transferring facade labels between point clouds with semantic octrees while considering change detectionCode0
Segment Any Change—0
Good at captioning, bad at counting: Benchmarking GPT-4V on Earth observation dataCode0
(Chat)GPT v BERT: Dawn of Justice for Semantic Change DetectionCode0
AscDAMs: Advanced SLAM-based channel detection and mapping system—0
MapChange: Enhancing Semantic Change Detection with Temporal-Invariant Historical Maps Based on Deep Triplet Network—0
Siamese Meets Diffusion Network: SMDNet for Enhanced Change Detection in High-Resolution RS Imagery—0
Change Detection Between Optical Remote Sensing Imagery and Map Data via Segment Anything Model (SAM)—0
Image Fusion in Remote Sensing: An Overview and Meta Analysis—0
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All datasetsLEVIR-CDWHU-CDCDD Dataset (season-varying)SYSU-CDS2LookingDSIFN-CDLEVIR+WHU Building DatasetOSCD - 13chOSCD - 3chGoogleGZ-CDGVLM

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SChanger-baseF192.87—Unverified
2MAE+MTP(ViT-L+RVSA)F192.67—Unverified
3IMP+MTP(InternImage-XL)F192.54—Unverified
4SChanger-smallF192.45—Unverified
5CLAFA-LWGANet L2F192.42—Unverified
6Changer (Ex, ResNeSt101)F192.33—Unverified
7LSKNetF192.27—Unverified
8SRC-NetF192.24—Unverified
9MAE+MTP(ViT-B+RVSA)F192.22—Unverified
10Changer (Ex, ResNeSt50)F192.19—Unverified
#ModelMetricClaimedVerifiedStatus
1CLAFA-LWGANet L2F195.24—Unverified
2BiFAF194.37—Unverified
3C2FNetF194.36—Unverified
4ChangeMambaF194.19—Unverified
5CDMambaF193.76—Unverified
6SChanger-baseF193.2—Unverified
7SChanger-smallF193.15—Unverified
8DDPM-CDF192.65—Unverified
9CGNetF192.59—Unverified
10Dsfer-NetF192.58—Unverified
#ModelMetricClaimedVerifiedStatus
1P2V-CDF1-Score98.42—Unverified
2IMP+MTP(InternImage-XL)F1-Score98.33—Unverified
3MAE+MTP(ViT-L+RVSA)F1-Score97.98—Unverified
4ChangeCLIPF1-Score97.89—Unverified
5MAE+MTP(ViT-B+RVSA)F1-Score97.87—Unverified
6SGSLN/512F1-Score97.77—Unverified
7SChanger-baseF1-Score97.62—Unverified
8SGSLN/256F1-Score96.24—Unverified
9SNUNet-c48F1-Score96.2—Unverified
10C2FNetF1-Score95.93—Unverified
#ModelMetricClaimedVerifiedStatus
1SChanger-smallF184.58—Unverified
2SChanger-baseF184.17—Unverified
3ChangeMambaF183.11—Unverified
4RCTNetF183.01—Unverified
5CDMaskFormerF182.84—Unverified
6BTCF182.4—Unverified
7MaskCDF182.17—Unverified
8CGNetF179.92—Unverified
9HCGMNetF179.76—Unverified
10DSAMNETF178.18—Unverified
#ModelMetricClaimedVerifiedStatus
1SChanger-baseF1-Score68.95—Unverified
2SChanger-smallF1-Score68.2—Unverified
3ChangeStar(1x96, MiT-b1, Changen-90k)F1-Score67.9—Unverified
4LSKNet-SF1-Score67.52—Unverified
5ChangeStar(1x96, ResNet-18, Changen-90k)F1-Score67.1—Unverified
6Changer (Ex, ResNet-18)F1-Score66.2—Unverified
7CGNetF1-Score64.33—Unverified
8BD-MSAF1-Score64.08—Unverified
9HCGMNetF1-Score63.87—Unverified
10C2FNetF1-Score62.83—Unverified
#ModelMetricClaimedVerifiedStatus
1DDPM-CDF196.65—Unverified
2FTANF189.56—Unverified
3CDMaskFormerF174.75—Unverified
4USSFC-NetF169.47—Unverified
5SARAS-NetF167.58—Unverified
6C2FNetF164.03—Unverified
7HANetF162.67—Unverified
8CGNetF160.19—Unverified
9HCGMNetF155—Unverified
#ModelMetricClaimedVerifiedStatus
1ChangeMambaF188.39—Unverified
2SChanger-baseF186.43—Unverified
3SChanger-smallF186.2—Unverified
4BiFAF183.96—Unverified
5CGNetF183.68—Unverified
6CDMambaF183.01—Unverified
7HCGMNetF182.37—Unverified
8C2FNetF179.15—Unverified
9HANetF177.56—Unverified
#ModelMetricClaimedVerifiedStatus
1IMP+MTP(InternImage-XL)F1-score0.96—Unverified
2SGSLN/512F1-score0.95—Unverified
3MAE+MTP(ViT-L+RVSA)F1-score0.95—Unverified
4SGSLN/256F1-score0.95—Unverified
5MAE+MTP(ViT-B+RVSA)F1-score0.94—Unverified
6RSM-CDF1-score0.92—Unverified
7SGSLN/128F1-score0.92—Unverified
#ModelMetricClaimedVerifiedStatus
1FC-Siam-DiffF157.92—Unverified
2FC-EFF156.91—Unverified
3DINO-MC (WRN-50)F152.7—Unverified
4SeCoF146.94—Unverified
5Task 2 CVA+TriangleF145.79—Unverified
6Task 2 linearF143.17—Unverified
#ModelMetricClaimedVerifiedStatus
1MAE+MTP(ViT-L+RVSA)F155.92—Unverified
2IMP+MTP(InternImage-XL)F155.61—Unverified
3BTCF154.3—Unverified
4MAE+MTP(ViT-B+RVSA)F153.36—Unverified
5FC-Siam-diffPrecision49.81—Unverified
6FC-EFF148.89—Unverified
#ModelMetricClaimedVerifiedStatus
1C2FNetF186.86—Unverified
2CGNetF185.89—Unverified
3HCGMNetF185.71—Unverified
4HANetF175.28—Unverified
#ModelMetricClaimedVerifiedStatus
1BTCF190.7—Unverified
2SeCoF190.4—Unverified
3MTP (ViT-B + RVSA)F189.9—Unverified
4FC-Siam-diffF174.3—Unverified
#ModelMetricClaimedVerifiedStatus
1BTCF180.9—Unverified
2MTP (ViT-B + RVSA)F180.3—Unverified
3FC-Siam-diffF154.1—Unverified
#ModelMetricClaimedVerifiedStatus
1MTP (VIT-B+RVSA)F185.9—Unverified
2BTCF185.6—Unverified
3FC-Siam-diffF142.3—Unverified
#ModelMetricClaimedVerifiedStatus
1ChangeMambaSeK24.11—Unverified
2SCanNetSeK23.6—Unverified
#ModelMetricClaimedVerifiedStatus
1C-3POF1 score0.83—Unverified