Yang, J.X.[Jia-Xin],
Yu, M.M.[Miao-Miao],
Li, S.[Shuohao],
Zhang, J.[Jun],
Hu, S.Z.[Sheng-Ze],
Long-Tailed Object Detection for Multimodal Remote Sensing Images,
RS(15), No. 18, 2023, pp. 4539.
DOI Link
2310
See also Learning Conditional Diffusion Transformer for Salient Object Detection in Optical Remote Sensing Images.
BibRef
He, H.[Haolan],
Dong, X.G.[Xian-Guo],
Zhou, X.F.[Xiao-Fei],
Wang, B.[Bo],
Zhang, J.Y.[Ji-Yong],
Interactive Fusion and Correlation Network for Three-Modal Images
Few-Shot Semantic Segmentation,
SPLetters(31), 2024, pp. 2430-2434.
IEEE DOI
2410
Correlation, Fuses, Decoding, Feature extraction, Convolution,
Visualization, Water resources, Few-shot learning, semantic segmentation
BibRef
Chen, F.[Fengshuo],
Bao, L.[Liuxin],
Miao, J.T.[Ju-Ting],
Tao, C.[Chao],
Zhou, X.F.[Xiao-Fei],
Text-Image Guided Retrieval Network for Triple-Modal Images Few-Shot
Semantic Segmentation,
SPLetters(33), 2026, pp. 2245-2249.
IEEE DOI
2606
Modeling, Visualization, Semantic segmentation,
Triples (Data structure), Imaging, Semantic segmentation,
few-shot learning
BibRef
Liu, Y.X.[Yan-Xing],
Pan, Z.X.[Zong-Xu],
Yang, J.W.[Jian-Wei],
Zhou, P.[Peiling],
Zhang, B.C.[Bing-Chen],
Multi-Modal Prototypes for Few-Shot Object Detection in Remote
Sensing Images,
RS(16), No. 24, 2024, pp. 4693.
DOI Link
2501
BibRef
Guo, H.[Hao],
Liu, Y.X.[Yan-Xing],
Pan, Z.X.[Zong-Xu],
Hu, Y.X.[Yu-Xin],
Advancing Fine-Grained Few-Shot Object Detection on Remote Sensing
Images with Decoupled Self-Distillation and Progressive Prototype
Calibration,
RS(17), No. 3, 2025, pp. 495.
DOI Link
2502
BibRef
Xu, Y.F.[Yi-Fan],
Zhang, M.[Mengdan],
Yang, X.S.[Xiao-Shan],
Xu, C.S.[Chang-Sheng],
Exploring Multi-Modal Contextual Knowledge for Open-Vocabulary Object
Detection,
IP(33), 2024, pp. 6253-6267.
IEEE DOI
2411
Transformers, Visualization, Detectors, Object detection, Context modeling,
Proposals, Location awareness, Annotations, contextual knowledge
BibRef
Fei, X.[Xuan],
Guo, M.Y.[Meng-Yao],
Li, Y.[Yan],
Yu, R.P.[Ren-Ping],
Sun, L.[Le],
ACDF-YOLO: Attentive and Cross-Differential Fusion Network for
Multimodal Remote Sensing Object Detection,
RS(16), No. 18, 2024, pp. 3532.
DOI Link
2410
BibRef
Zang, Y.H.[Yu-Hang],
Li, W.[Wei],
Han, J.[Jun],
Zhou, K.Y.[Kai-Yang],
Loy, C.C.[Chen Change],
Contextual Object Detection with Multimodal Large Language Models,
IJCV(133), No. 2, February 2025, pp. 825-843.
Springer DOI
2502
See also Towards Language-Driven Video Inpainting via Multimodal Large Language Models.
BibRef
Du, Y.Y.[Yao-Yang],
Liu, F.[Fang],
Jiao, L.C.[Li-Cheng],
Li, S.[Shuo],
Hao, Z.[Zehua],
Li, P.F.[Peng-Fang],
Wang, J.H.[Jia-Hao],
Wang, H.[Hao],
Liu, X.[Xu],
Text generation and multi-modal knowledge transfer for few-shot
object detection,
PR(161), 2025, pp. 111283.
Elsevier DOI
2502
Few-shot learning, Few-shot object detection, Multi-modal
BibRef
Cheng, D.Q.[De-Qiang],
Xu, X.C.[Xing-Chen],
Zhang, H.X.[Hao-Xiang],
Song, T.S.[Tian-Shu],
Jiang, H.[He],
Kou, Q.Q.[Qi-Qi],
Zero-Shot Object Detection Based on Cross-Modal Guided Clustering,
IVC(162), 2025, pp. 105664.
Elsevier DOI
2510
Zero-shot, Object detection, Clustering methods, Contrastive learning
BibRef
Wang, Y.[Yu],
Wei, S.K.[Shi-Kui],
Xu, S.[Sen],
Qin, Y.[Ying],
Zhao, Y.[Yao],
Confidence-Driven Unimodal Interference Removal for Enhanced
Multimodal Object Detection,
CirSysVideo(35), No. 11, November 2025, pp. 11041-11053.
IEEE DOI
2511
Feature extraction, Interference, Object detection, Visualization,
Transformers, Noise, Streaming media, Detection algorithms, Training,
disentangled representation
BibRef
Sun, S.J.[Shi-Jun],
Ma, S.[Shuai],
Feng, X.Y.[Xu-Yang],
Sun, C.[Chen],
Ding, B.[Baolong],
Ran, Y.Y.[Yao-Yao],
Zhang, Y.H.[Yi-Hong],
LDSDet: Long-Range Context and Dynamic Cross-Modal Alignment for
Multimodal Object Detection Under Challenging Illumination,
RS(18), No. 11, 2026, pp. 1827.
DOI Link
2606
BibRef
Xu, W.H.[Wen-Hao],
Yang, Y.[You],
JFDet: Joint Fusion and Detection for Multimodal Remote Sensing
Imagery,
RS(18), No. 1, 2026, pp. 176.
DOI Link
2601
BibRef
Shangguan, Z.[Zeyu],
Seita, D.[Daniel],
Rostami, M.[Mohammad],
Cross-domain Few-shot Object Detection with Multi-modal Textual
Enrichment,
IJCV(134), No. 6, June 2026, pp. 261.
Springer DOI Code:
WWW Link.
2605
BibRef
Earlier:
Cross-Domain Multi-Modal Few-Shot Object Detection via Rich Text,
WACV25(6570-6580)
IEEE DOI Code:
WWW Link.
2505
Metalearning, Adaptation models, Semantics, Neural networks, Object detection,
Feature extraction, Few shot learning, Standards, vision-language
BibRef
Fu, Y.Q.[Yu-Qian],
Wang, Y.[Yu],
Pan, Y.X.[Yi-Xuan],
Huai, L.[Lian],
Qiu, X.Y.[Xing-Yu],
Shangguan, Z.[Zeyu],
Liu, T.[Tong],
Fu, Y.W.[Yan-Wei],
Van Gool, L.J.[Luc J.],
Jiang, X.Q.[Xing-Qun],
Cross-domain Few-shot Object Detection via Enhanced Open-set Object
Detector,
ECCV24(LVIII: 247-264).
Springer DOI
2412
BibRef
Su, Y.[Yudi],
Ni, J.[Jialei],
Wen, T.[Tiansheng],
Liu, H.W.[Hong-Wei],
Su, H.T.[Hong-Tao],
Chen, B.[Bo],
CAIR-Net: Reliability-Aware Information Routing for Robust Multimodal
Object Detection Under Modality Degradation,
CirSysVideo(36), No. 6, June 2026, pp. 8303-8315.
IEEE DOI
2606
Reliability, Degradation, Optical imaging, Optical sensors,
Cloud computing, Synthetic aperture radar, Routing, expert routing
BibRef
Xia, Q.M.[Qi-Ming],
zheng, L.H.[Long-Hui],
Zhao, S.[Shijia],
Huang, X.[Xun],
Wu, H.[Hai],
Wen, C.[Chenglu],
Wang, C.[Cheng],
DOtA++: Unsupervisely and Collaboratively Detect Objects from
Multi-Agent Observations With Multi-Modal Prior Constraints,
PAMI(48), No. 7, July 2026, pp. 7467-7484.
IEEE DOI
2606
Collaboration, Annotations, Object detection, Manuals, Detectors,
Training, Labeling, Costs, Point cloud compression,
composite prior constraints
BibRef
Campos, F.[Filipe],
Cerqueira, F.G.[Francisco Gonçalves],
Cruz, R.P.M.[Ricardo P. M.],
Cardoso, J.S.[Jaime S.],
YOLOMM: You Only Look Once for Multi-modal Multi-tasking,
CIARP23(I:564-574).
Springer DOI
2312
BibRef
Gungor, C.[Cagri],
Kovashka, A.[Adriana],
Complementary Cues from Audio Help Combat Noise in Weakly-Supervised
Object Detection,
WACV23(2184-2193)
IEEE DOI
2302
Training, Location awareness, Visualization, Music, Object detection,
Detectors, Vision + language and/or other modalities
BibRef
Cao, Y.[Yue],
Bin, J.C.[Jun-Chi],
Hamari, J.[Jozsef],
Blasch, E.[Erik],
Liu, Z.[Zheng],
Multimodal Object Detection by Channel Switching and Spatial
Attention,
PBVS23(403-411)
IEEE DOI
2309
BibRef
Maaz, M.[Muhammad],
Rasheed, H.[Hanoona],
Khan, S.[Salman],
Khan, F.S.[Fahad Shahbaz],
Anwer, R.M.[Rao Muhammad],
Yang, M.H.[Ming-Hsuan],
Class-Agnostic Object Detection with Multi-modal Transformer,
ECCV22(X:512-531).
Springer DOI
2211
BibRef
Chapter on 2-D Feature Analysis, Extraction and Representations, Shape, Skeletons, Texture continues in
Camouflaged Object Detection, Camouflage .