12.1.4.6 Fusion, Aerial and Ground Images

Chapter Contents (Back)
Fusion. Aerial-Ground. Ground-Aerial. Cross-View Fusion.
See also Representations from Orthogonal, Orghographic or Multiple Views.
See also Multiple Cameras or Views.
See also Multi-View Geometry.
See also Bird's Eye View Generation, BEV.
See also Building Facades, Ground Level Images.

Zhu, Q.[Qing], Wang, Z.D.[Zhen-Dong], Hu, H.[Han], Xie, L.F.[Lin-Fu], Ge, X.M.[Xu-Ming], Zhang, Y.T.[Ye-Ting],
Leveraging photogrammetric mesh models for aerial-ground feature point matching toward integrated 3D reconstruction,
PandRS(166), 2020, pp. 26-40.
Elsevier DOI 2007
Aerial-ground integration, Feature matching, 3D reconstruction, Multi-view stereo, Structure-from-motion BibRef

Zhang, Y.X.[Yong-Xian], Ma, G.R.[Guo-Rui], Wu, J.[Jiao],
Air-Ground Multi-Source Image Matching Based on High-Precision Reference Image,
RS(14), No. 3, 2022, pp. xx-yy.
DOI Link 2202
BibRef

Zhao, K.[Kun], Gao, Q.[Qian], Hao, S.Y.[Si-Yuan], Sun, J.[Jie], Zhou, L.J.[Li-Jian],
Credible Remote Sensing Scene Classification Using Evidential Fusion on Aerial-Ground Dual-View Images,
RS(15), No. 6, 2023, pp. 1546.
DOI Link 2304
BibRef

Zhu, R.Z.[Run-Zhe], Yin, L.[Ling], Yang, M.Z.[Ming-Ze], Wu, F.[Fei], Yang, Y.C.[Yun-Cheng], Hu, W.B.[Wen-Bo],
SUES-200: A Multi-Height Multi-Scene Cross-View Image Benchmark Across Drone and Satellite,
CirSysVideo(33), No. 9, September 2023, pp. 4825-4839.
IEEE DOI 2310
BibRef

Rao, Z.Y.[Zi-Yu], Lu, J.[Jun], Li, C.[Chuan], Guo, H.T.[Hai-Tao],
A Cross-View Image Matching Method with Feature Enhancement,
RS(15), No. 8, 2023, pp. 2083.
DOI Link 2305
BibRef

Zhu, B.[Bai], Ye, Y.X.[Yuan-Xin], Dai, J.[Jinkun], Peng, T.[Tao], Deng, J.[Jiwei], Zhu, Q.[Qing],
VDFT: Robust feature matching of aerial and ground images using viewpoint-invariant deformable feature transformation,
PandRS(218), 2024, pp. 311-325.
Elsevier DOI 2412
Aerial-ground images, Feature matching, VDFT, Deformable convolutional network, Seed attention mechanism BibRef

Xu, C.[Chuan], Wang, B.[Beikang], Ye, Z.W.[Zhi-Wei], Mei, L.[Liye],
ETQ-Matcher: Efficient Quadtree-Attention-Guided Transformer for Detector-Free Aerial-Ground Image Matching,
RS(17), No. 7, 2025, pp. 1300.
DOI Link 2504
BibRef

Hu, J.J.[Jun-Jie], Fan, C.[Chenyou], Ozay, M.[Mete], Feng, H.[Hua], Gao, Y.[Yuan], Lam, T.L.[Tin Lun],
Unlocking Drone Perception in Low AGL Heights: Progressive Semi-Supervised Learning for Ground-to-Aerial Perception Knowledge Transfer,
ITS(26), No. 7, July 2025, pp. 9516-9528.
IEEE DOI Code:
WWW Link. 2507
Drones, Semisupervised learning, Training, Semantic segmentation, Meters, Knowledge transfer, Automobiles, Accuracy, Semantics, multi-robot systems BibRef

Liao, Y.S.[Yu-Shi], Su, J.[Juan], Ma, D.[Decao], Niu, C.[Chao],
UAV-Satellite Cross-View Image Matching Based on Adaptive Threshold-Guided Ring Partitioning Framework,
RS(17), No. 14, 2025, pp. 2448.
DOI Link 2508
BibRef

Jin, H.Y.[Hai-Yan], Chen, J.T.[Jin-Tao], Zhang, Y.L.[Yuan-Lin], Su, H.[Haonan], Wang, B.[Bin],
MVPOD: A Dataset and Benchmark for Multi-Vertical-Perspective Object Detection in Multi-Platform Remote Sensing Images,
RS(17), No. 17, 2025, pp. 3029.
DOI Link 2509
BibRef


Baade, A.[Alan], Chen, C.[Changan],
Self-Supervised Cross-View Correspondence with Predictive Cycle Consistency,
CVPR25(16753-16763)
IEEE DOI Code:
WWW Link. 2508
Visualization, Image segmentation, Image transformation, Imitation learning, Self-supervised learning, Benchmark testing, Videos BibRef

Lee, W.J.[Woo-Ju], Park, J.[Juhye], Hong, D.[Dasol], Sung, C.[Changki], Seo, Y.[Youngwoo], Kang, D.[Dongwan], Myung, H.[Hyun],
PIDLoc: Cross-View Pose Optimization Network Inspired by PID Controllers,
CVPR25(21981-21990)
IEEE DOI Code:
WWW Link. 2508
Location awareness, Accuracy, Simultaneous localization and mapping, Laser radar, autonomous driving BibRef

Loiseau, T.[Thibaut], Bourmaud, G.[Guillaume],
RUBIK: A Structured Benchmark for Image Matching across Geometric Challenges,
CVPR25(27070-27080)
IEEE DOI 2508
Systematics, Costs, Image matching, Pose estimation, Benchmark testing, Cameras, camera pose estimation, image matching, benchmark BibRef

Vuong, K.[Khiem], Ghosh, A.[Anurag], Ramanan, D.[Deva], Narasimhan, S.[Srinivasa], Tulsiani, S.[Shubham],
AerialMegaDepth: Learning Aerial-Ground Reconstruction and View Synthesis,
CVPR25(21674-21684)
IEEE DOI 2508
Training, Solid modeling, Visualization, Estimation, Rendering (computer graphics), Cameras, Data models, visual localization BibRef

An, H.G.[Hong-Gyu], Kim, J.H.[Jin Hyeon], Park, S.[Seonghoon], Jung, J.[Jaewoo], Han, J.[Jisang], Hong, S.[Sunghwan], Kim, S.[Seungryong],
Cross-View Completion Models are Zero-shot Correspondence Estimators,
CVPR25(1103-1115)
IEEE DOI 2508
Training, Analytical models, Correlation, Depth measurement, Computational modeling, Decoding BibRef

Guo, X.[Xiyue], Hu, J.R.[Jia-Rui], Hu, J.J.[Jun-Jie], Bao, H.J.[Hu-Jun], Zhang, G.F.[Guo-Feng],
SGFormer: Satellite-Ground Fusion for 3D Semantic Scene Completion,
CVPR25(11929-11938)
IEEE DOI Code:
WWW Link. 2508
Measurement, Visualization, Satellites, Image coding, Fuses, Semantics, Layout, Satellite images, scene semantic completion, occupancy network BibRef

Guan, T.R.[Tian-Rui], Muthuselvam, A.[Aswath], Hoover, M.[Montana], Wang, X.[Xijun], Liang, J.[Jing], Sathyamoorthy, A.J.[Adarsh Jagan], Conover, D.[Damon], Manocha, D.[Dinesh],
CrossLoc3D: Aerial-Ground Cross-Source 3D Place Recognition,
ICCV23(11301-11310)
IEEE DOI 2401
BibRef

Qin, R., Song, S., Huang, X.,
3D Data Generation Using Low-cost Cross-view Images,
ISPRS20(B2:157-162).
DOI Link 2012
Overhead and ground level combined. BibRef

Chen, L., Hu, J., Lv, G., Liu, Y.,
Space-aerial-ground Integrated City Dynamic Monitoring Based on Remote Sensing,
ISPRS20(B3:29-34).
DOI Link 2012
BibRef

Regmi, K.[Krishna], Shah, M.[Mubarak],
Bridging the Domain Gap for Ground-to-Aerial Image Matching,
ICCV19(470-479)
IEEE DOI 2004
Ground view and aerial view of same object. feature extraction, geophysical image processing, image fusion, image matching, image representation, image retrieval, Image segmentation BibRef

Wolff, M., Collins, R.T., Liu, Y.,
Regularity-Driven Building Facade Matching between Aerial and Street Views,
CVPR16(1591-1600)
IEEE DOI 1612
BibRef

Vasile, A.N.[Alexandru N.], Skelly, L.J.[Luke J.], Ni, K.[Karl], Heinrichs, R.[Richard], Camps, O.I.[Octavia I.],
Efficient City-Sized 3D Reconstruction from Ultra-High Resolution Aerial and Ground Video Imagery,
ISVC11(I: 347-358).
Springer DOI 1109
BibRef

Downs, A., Madhavan, R., Hong, T.,
Registration of range data from unmanned aerial and ground vehicles,
AIPR03(45-50).
IEEE DOI 0310
BibRef

Chapter on Registration, Matching and Recognition Using Points, Lines, Regions, Areas, Surfaces continues in
Fusion, General Multi-Modal .


Last update:Oct 6, 2025 at 14:07:43