Change Detection on WHU-CD

23개 결과 · ⬇ CSV · JSON

Rank	Model	F1	Precision	Recall	Overall Accuracy	KC	IoU	Paper	Code	Year
1	CLAFA-LWGANet L2	95.24	96.51	–	–	–	90.92	LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual Tasks	lwcver/lwganet	2025
2	BiFA	94.37	95.15	93.60	99.56	–	89.34	BiFA: Remote Sensing Image Change Detection With Bitemporal Feature Alignment	zmoka-zht/BiFA	2024
3	C2FNet	94.36	96.57	92.26	99.56	94.14	89.33	C2F-SemiCD: A Coarse-to-Fine Semi-Supervised Change Detection Method Based on Consistency Regularization in High-Resolution Remote Sensing Images	chengxihan/c2f-semicd-and-c2f-cdnet	2024
4	ChangeMamba	94.19	96.18	92.23	99.58	93.98	89.02	ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space Model	chenhongruixuan/mambacd	2024
5	CDMamba	93.76	95.58	92.01	99.51	–	88.26	CDMamba: Incorporating Local Clues into Mamba for Remote Sensing Image Binary Change Detection	zmoka-zht/cdmamba · chen-yang-liu/rscama · zmoka-zht/BiFA	2024
6	SChanger-base	93.20	–	–	–	–	–	SChanger: Change Detection from a Semantic Change and Spatial Consistency Perspective	zhouziyu-cn/SChanger	2025
7	SChanger-small	93.15	–	–	–	–	–	SChanger: Change Detection from a Semantic Change and Spatial Consistency Perspective	zhouziyu-cn/SChanger	2025
8	DDPM-CD	92.65	–	–	99.42	–	–	DDPM-CD: Denoising Diffusion Probabilistic Models as Feature Extractors for Change Detection	wgcban/ddpm-cd	2022
9	CGNet	92.59	94.47	90.79	99.48	92.33	86.21	Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing Imagery	chengxihan/cgnet-cd	2024
10	Dsfer-Net	92.58	94.17	91.04	99.46	–	86.18	Dsfer-Net: A Deep Supervision and Feature Retrieval Network for Bitemporal Change Detection Using Modern Hopfield Networks	shizhenchang/dsfer-net	2023
11	LRNet	92.51	95.11	90.04	99.47	–	86.06	LRNet: Change detection of high-resolution remote sensing imagery via strategy of localization-then-refinement	pl-2000/lrnet	2024
12	HCGMNet	92.08	93.93	90.31	99.45	91.80	85.33	HCGMNET: A Hierarchical Change Guiding Map Network For Change Detection	ChengxiHAN/HCGMNet-CD	2023
13	SRC-Net	92.06	92.57	91.55	99.30	–	85.28	SRC-Net: Bi-Temporal Spatial Relationship Concerned Network for Change Detection	Chnja/SRCNet	2024
14	RSM-CD	91.87	93.37	90.42	–	–	84.96	RS-Mamba for Large Remote Sensing Image Dense Prediction	walking-shadow/Official_Remote_Sensing_Mamba	2024
15	T-UNet	91.77	95.44	88.37	99.42	–	–	T-UNet: Triplet UNet for Change Detection in High-Resolution Remote Sensing Images	pl-2000/t-unet	2023
16	CDMaskFormer	91.56	92.25	90.89	99.23	–	84.44	Rethinking Remote Sensing Change Detection With A Mask View	xwmaxwma/rschange	2024
17	RFL-CDNet	91.39	91.33	91.46	–	–	–	RFL-CDNet: Towards Accurate Change Detection via Richer Feature Learning	hhaizee/rfl-cdnet	2024
18	Tiny-CD	91.05	92.68	89.47	99.10	–	83.57	TINYCD: A (Not So) Deep Learning Model For Change Detection	likyoo/open-cd · andreacodegoni/tiny_model_4_cd	2022
19	DDLNet	90.56	91.56	90.03	99.13	–	82.75	DDLNet: Boosting Remote Sensing Change Detection with Dual-Domain Learning	xwmaxwma/rschange	2024
20	DTCDSCN	89.75	90.15	89.35	–	–	81.40	Building Change Detection for Remote Sensing Images Using a Dual Task Constrained Deep Siamese Convolutional Network Model		2019