24.8.4.1 ATR - Oriented Objects, Vehicles, Aerial Images

Chapter Contents (Back)
Vehicle Detection. Orientated Objects. Orientation. Mostly vehicles, but can be more general.

Crocetto, N., Tarantino, E.,
A Class-Oriented Strategy for Features Extraction from Multidate ASTER Imagery,
RS(1), No. 4, December 2009, pp. 1171-1189.
DOI Link 1203
BibRef

Kembhavi, A.[Aniruddha], Harwood, D.[David], Davis, L.S.[Larry S.],
Vehicle Detection Using Partial Least Squares,
PAMI(33), No. 6, June 2011, pp. 1250-1265.
IEEE DOI 1105

See also Human Detection Using Partial Least Squares Analysis. Aerial images. Color probability maps for image statistics, histograms of oriented gradients for structure. BibRef

Xu, Y., Yu, G., Wu, X., Wang, Y., Ma, Y.,
An Enhanced Viola-Jones Vehicle Detection Method From Unmanned Aerial Vehicles Imagery,
ITS(18), No. 7, July 2017, pp. 1845-1856.
IEEE DOI 1706
Detectors, Feature extraction, Object detection, Roads, Unmanned aerial vehicles, Vehicle detection, Vehicle detection, Viola-Jones, road orientation, unmanned aerial vehicle, vehicle, tracking BibRef

Tang, T.Y.[Tian-Yu], Zhou, S.L.[Shi-Lin], Deng, Z.P.[Zhi-Peng], Lei, L.[Lin], Zou, H.X.[Huan-Xin],
Arbitrary-Oriented Vehicle Detection in Aerial Imagery with Single Convolutional Neural Networks,
RS(9), No. 11, 2017, pp. xx-yy.
DOI Link 1712
BibRef

Zhou, H., Wei, L., Lim, C.P., Creighton, D., Nahavandi, S.,
Robust Vehicle Detection in Aerial Images Using Bag-of-Words and Orientation Aware Scanning,
GeoRS(56), No. 12, December 2018, pp. 7074-7085.
IEEE DOI 1812
Automobiles, Satellites, Vehicle detection, Feature extraction, Image resolution, Unmanned aerial vehicles, Robustness, vehicle detection BibRef

Li, Q., Mou, L., Xu, Q., Zhang, Y., Zhu, X.X.,
R3-Net: A Deep Network for Multioriented Vehicle Detection in Aerial Images and Videos,
GeoRS(57), No. 7, July 2019, pp. 5028-5042.
IEEE DOI 1907
Feature extraction, Vehicle detection, Remote sensing, Videos, Task analysis, Automobiles, Object detection, vehicle detection BibRef

Wang, J.[Jie], Simeonova, S.[Sandra], Shahbazi, M.[Mozhdeh],
Orientation- and Scale-Invariant Multi-Vehicle Detection and Tracking from Unmanned Aerial Videos,
RS(11), No. 18, 2019, pp. xx-yy.
DOI Link 1909
BibRef

Shahbazi, M.[Mozhdeh], Simeonova, S.[Sandra], Lichti, D., Wang, J.[Jie],
Vehicle Tracking and Speed Estimation From Unmanned Aerial Videos,
ISPRS20(B2:623-630).
DOI Link 2012
BibRef

Chen, C.[Chao], Zhong, J.[Jiandan], Tan, Y.[Yi],
Multiple-Oriented and Small Object Detection with Convolutional Neural Networks for Aerial Image,
RS(11), No. 18, 2019, pp. xx-yy.
DOI Link 1909
BibRef

Mo, N.[Nan], Yan, L.[Li],
Improved Faster RCNN Based on Feature Amplification and Oversampling Data Augmentation for Oriented Vehicle Detection in Aerial Images,
RS(12), No. 16, 2020, pp. xx-yy.
DOI Link 2008
BibRef

Xiao, Z.F.[Zhi-Feng], Qian, L.J.[Lin-Jun], Shao, W.P.[Wei-Ping], Tan, X.W.[Xiao-Wei], Wang, K.[Kai],
Axis Learning for Orientated Objects Detection in Aerial Images,
RS(12), No. 6, 2020, pp. xx-yy.
DOI Link 2003
Airplanes, bridges, ships, etc. BibRef

Zhu, Y.X.[Yi-Xing], Du, J.[Jun], Wu, X.Q.[Xue-Qing],
Adaptive Period Embedding for Representing Oriented Objects in Aerial Images,
GeoRS(58), No. 10, October 2020, pp. 7247-7257.
IEEE DOI 2009
Object detection, Detectors, Feature extraction, Task analysis, Marine vehicles, Image segmentation, Remote sensing, Aerial images, oriented object detection BibRef

Fang, Z.Y.[Zhen-Yu], Ren, J.C.[Jin-Chang], Sun, H.[He], Marshall, S.[Stephen], Han, J.W.[Jun-Wei], Zhao, H.M.[Hui-Min],
SAFDet: A Semi-Anchor-Free Detector for Effective Detection of Oriented Objects in Aerial Images,
RS(12), No. 19, 2020, pp. xx-yy.
DOI Link 2010
BibRef

Zhong, B.[Bo], Ao, K.[Kai],
Single-Stage Rotation-Decoupled Detector for Oriented Object,
RS(12), No. 19, 2020, pp. xx-yy.
DOI Link 2010
BibRef

Li, Y.Y.[Yang-Yang], Huang, Q.[Qin], Pei, X.[Xuan], Jiao, L.C.[Li-Cheng], Shang, R.H.[Rong-Hua],
RADet: Refine Feature Pyramid Network and Multi-Layer Attention Network for Arbitrary-Oriented Object Detection of Remote Sensing Images,
RS(12), No. 3, 2020, pp. xx-yy.
DOI Link 2002
BibRef

Wang, H.R.[Hao-Ran], Wang, Z.X.[Ze-Xin], Jia, M.X.[Mei-Xia], Li, A.J.[Ai-Jin], Feng, T.[Tuo], Zhang, W.H.[Wen-Hua], Jiao, L.C.[Li-Cheng],
Spatial Attention for Multi-Scale Feature Refinement for Object Detection,
VisDrone19(64-72)
IEEE DOI 2004
feature extraction, object detection, PASCAL VOC datasets, MS COCO datasets, VisDrone2019 benchmark dataset, SRM, RFEB, Spatial Refinement BibRef

Zhao, M., Ning, K., Yu, S., Liu, L., Wu, N.,
Quantizing Oriented Object Detection Network via Outlier-Aware Quantization and IoU Approximation,
SPLetters(27), 2020, pp. 1914-1918.
IEEE DOI 2011
Quantization (signal), Signal processing algorithms, Object detection, Approximation algorithms, Training, rotated bounding box BibRef

Wei, H.R.[Hao-Ran], Zhang, Y.[Yue], Chang, Z.H.[Zhong-Han], Li, H.[Hao], Wang, H.Q.[Hong-Qi], Sun, X.[Xian],
Oriented objects as pairs of middle lines,
PandRS(169), 2020, pp. 268-279.
Elsevier DOI 2011
Object detection, Oriented objects, Middle lines, Anchor-free, NMS-free BibRef

Fu, K.[Kun], Chang, Z.H.[Zhong-Han], Zhang, Y.[Yue], Sun, X.[Xian],
Point-Based Estimator for Arbitrary-Oriented Object Detection in Aerial Images,
GeoRS(59), No. 5, May 2021, pp. 4370-4387.
IEEE DOI 2104
Object detection, Detectors, Task analysis, Feature extraction, Predictive models, Object recognition, Quantization (signal), point-based estimator BibRef

Xiao, Z.F.[Zhi-Feng], Wang, K.[Kai], Wan, Q.[Qiao], Tan, X.W.[Xiao-Wei], Xu, C.[Chuan], Xia, F.F.[Fan-Fan],
A2S-Det: Efficiency Anchor Matching in Aerial Image Oriented Object Detection,
RS(13), No. 1, 2021, pp. xx-yy.
DOI Link 2101
BibRef

Hou, J.B.[Jie-Bo], Zhu, X.O.[Xia-Obin], Yin, X.C.[Xu-Cheng],
Self-Adaptive Aspect Ratio Anchor for Oriented Object Detection in Remote Sensing Images,
RS(13), No. 7, 2021, pp. xx-yy.
DOI Link 2104
BibRef

Shi, F.R.[Fu-Rong], Zhang, T.[Tong], Zhang, T.[Tao],
Orientation-Aware Vehicle Detection in Aerial Images via an Anchor-Free Object Detection Approach,
GeoRS(59), No. 6, June 2021, pp. 5221-5233.
IEEE DOI 2106
Vehicle detection, Feature extraction, Detectors, Object detection, Task analysis, Proposals, Remote sensing, Anchor-free, vehicle detection BibRef

He, X.[Xu], Ma, S.P.[Shi-Ping], He, L.Y.[Lin-Yuan], Ru, L.[Le], Wang, C.[Chen],
Multi-Sector Oriented Object Detector for Accurate Localization in Optical Remote Sensing Images,
RS(13), No. 10, 2021, pp. xx-yy.
DOI Link 2105
BibRef

Wang, J.[Jian], Yang, L.[Le], Li, F.[Fan],
Predicting Arbitrary-Oriented Objects as Points in Remote Sensing Images,
RS(13), No. 18, 2021, pp. xx-yy.
DOI Link 2109
BibRef

Chen, K.[Kean], Lin, W.Y.[Wei-Yao], Li, J.G.[Jian-Guo], See, J.[John], Wang, J.[Ji], Zou, J.[Junni],
AP-Loss for Accurate One-Stage Object Detection,
PAMI(43), No. 11, November 2021, pp. 3782-3798.
IEEE DOI 2110
Detectors, Task analysis, Measurement, Optimization, Object detection, Training, Proposals, ranking loss BibRef

Chen, K.[Kean], Li, J.G.[Jian-Guo], Lin, W.Y.[Wei-Yao], See, J.[John], Wang, J.[Ji], Duan, L.Y.[Ling-Yu], Chen, Z.B.[Zhi-Bo], He, C.W.[Chang-Wei], Zou, J.[Junni],
Towards Accurate One-Stage Object Detection With AP-Loss,
CVPR19(5114-5122).
IEEE DOI 2002
BibRef

Chen, Z.M.[Zhi-Ming], Chen, K.[Kean], Lin, W.Y.[Wei-Yao], See, J.[John], Yu, H.[Hui], Ke, Y.[Yan], Yang, C.[Cong],
Piou Loss: Towards Accurate Oriented Object Detection in Complex Environments,
ECCV20(V:195-211).
Springer DOI 2011
BibRef

Zheng, X.W.[Xian-Wei], Zhang, W.L.[Wan-Ling], Huan, L.X.[Lin-Xi], Gong, J.Y.[Jian-Ya], Zhang, H.Y.[Hong-Yan],
AProNet: Detecting objects with precise orientation from aerial images,
PandRS(181), 2021, pp. 99-112.
Elsevier DOI 2110
Object detection, Aerial image, Deep learning, Axis projection BibRef

Wu, F.L.[Fa-Lin], He, J.Q.[Jia-Qi], Zhou, G.P.[Guo-Peng], Li, H.L.[Hao-Lun], Liu, Y.S.[Yu-Shuang], Sui, X.H.[Xiao-Hong],
Improved Oriented Object Detection in Remote Sensing Images Based on a Three-Point Regression Method,
RS(13), No. 22, 2021, pp. xx-yy.
DOI Link 2112
BibRef

Luo, J.[Junkun], Hu, Y.M.[Yi-Min], Li, J.D.[Jia-Dong],
Surround-Net: A Multi-Branch Arbitrary-Oriented Detector for Remote Sensing,
RS(14), No. 7, 2022, pp. xx-yy.
DOI Link 2205
BibRef

Han, J.M.[Jia-Ming], Ding, J.[Jian], Li, J.[Jie], Xia, G.S.[Gui-Song],
Align Deep Features for Oriented Object Detection,
GeoRS(60), 2022, pp. 1-11.
IEEE DOI 2112
Feature extraction, Detectors, Object detection, Location awareness, Convolution, Task analysis, object detection BibRef

Hou, L.P.[Li-Ping], Lu, K.[Ke], Xue, J.[Jian],
Refined One-Stage Oriented Object Detection Method for Remote Sensing Images,
IP(31), 2022, pp. 1545-1558.
IEEE DOI 2202
Object detection, Detectors, Feature extraction, Remote sensing, Task analysis, Convolution, Shape, Rotated object detection, area-IoU loss BibRef

Huang, Z.C.[Zhan-Chao], Li, W.[Wei], Xia, X.G.[Xiang-Gen], Tao, R.[Ran],
A General Gaussian Heatmap Label Assignment for Arbitrary-Oriented Object Detection,
IP(31), 2022, pp. 1895-1910.
IEEE DOI 2202
Task analysis, Shape, Training, Object detection, Heating systems, Feature extraction, Convolutional neural networks, object detection BibRef

Li, J.X.[Jian-Xiang], Tian, Y.[Yan], Xu, Y.P.[Yi-Ping], Zhang, Z.L.[Zi-Li],
Oriented Object Detection in Remote Sensing Images with Anchor-Free Oriented Region Proposal Network,
RS(14), No. 5, 2022, pp. xx-yy.
DOI Link 2203
BibRef

Yang, B.[Bo], Zhang, H.[Hua],
A CFAR Algorithm Based on Monte Carlo Method for Millimeter-Wave Radar Road Traffic Target Detection,
RS(14), No. 8, 2022, pp. xx-yy.
DOI Link 2205
BibRef

Yang, X.[Xue], Yan, J.C.[Jun-Chi],
On the Arbitrary-Oriented Object Detection: Classification Based Approaches Revisited,
IJCV(130), No. 5, May 2022, pp. 1340-1365.
Springer DOI 2205
BibRef
And: Correction: IJCV(130), No. 7, July 2022, pp. 1873-1874.
Springer DOI 2207
BibRef

Fisser, H.[Henrik], Khorsandi, E.[Ehsan], Wegmann, M.[Martin], Baier, F.[Frank],
Detecting Moving Trucks on Roads Using Sentinel-2 Data,
RS(14), No. 7, 2022, pp. xx-yy.
DOI Link 2205
BibRef

Wang, P.[Peng], Niu, Y.X.[Yan-Xiong], Wang, J.[Jing], Ma, F.[Fu], Zhang, C.X.[Chun-Xi],
Arbitrarily Oriented Dense Object Detection Based on Center Point Network in Remote Sensing Images,
RS(14), No. 7, 2022, pp. xx-yy.
DOI Link 2205
BibRef

Liu, X.[Xulun], Ma, S.P.[Shi-Ping], He, L.Y.[Lin-Yuan], Wang, C.[Chen], Chen, Z.[Zhe],
Hybrid Network Model: TransConvNet for Oriented Object Detection in Remote Sensing Images,
RS(14), No. 9, 2022, pp. xx-yy.
DOI Link 2205
BibRef

Zhou, Q.[Qiang], Yu, C.H.[Chao-Hui],
Point RCNN: An Angle-Free Framework for Rotated Object Detection,
RS(14), No. 11, 2022, pp. xx-yy.
DOI Link 2206
BibRef

Guo, Z.H.[Zong-Hao], Zhang, X.S.[Xiao-Song], Liu, C.[Chang], Ji, X.Y.[Xiang-Yang], Jiao, J.B.[Jian-Bin], Ye, Q.X.[Qi-Xiang],
Convex-Hull Feature Adaptation for Oriented and Densely Packed Object Detection,
CirSysVideo(32), No. 8, August 2022, pp. 5252-5265.
IEEE DOI 2208
BibRef
Earlier: A1, A3, A2, A5, A4, A6:
Beyond Bounding-Box: Convex-hull Feature Adaptation for Oriented and Densely Packed Object Detection,
CVPR21(8788-8797)
IEEE DOI 2111
Feature extraction, Layout, Detectors, Training, Object detection, Location awareness, Transformers, Oriented object detection, polygon detection. Convolutional codes, Detectors, Benchmark testing, Feature extraction BibRef

Zhang, H.Y.[Hong-Yun], Liu, J.[Jin],
Direction Estimation of Aerial Image Object Based on Neural Network,
RS(14), No. 15, 2022, pp. xx-yy.
DOI Link 2208
BibRef

Cao, D.[Dujuan], Zhu, C.M.[Chang-Ming], Hu, X.X.[Xin-Xin], Zhou, R.[Rigui],
Semantic-Edge-Supervised Single-Stage Detector for Oriented Object Detection in Remote Sensing Imagery,
RS(14), No. 15, 2022, pp. xx-yy.
DOI Link 2208
BibRef

Zhang, R.[Rui], Zhang, X.X.[Xin-Xin], Zheng, Y.C.[Yu-Chao], Wang, D.[Dahan], Hua, L.Z.[Li-Zhong],
MSCNet: A Multilevel Stacked Context Network for Oriented Object Detection in Optical Remote Sensing Images,
RS(14), No. 20, 2022, pp. xx-yy.
DOI Link 2211
BibRef

Lin, P.[Peng], Wu, X.F.[Xiao-Feng], Wang, B.[Bin],
Oriented Object Detection Based on Foreground Feature Enhancement in Remote Sensing Images,
RS(14), No. 24, 2022, pp. xx-yy.
DOI Link 2212
BibRef

Zhao, L.[Ling], Liu, T.H.[Tian-Hua], Xie, S.[Shuchun], Huang, H.[Haoze], Qi, J.[Ji],
OrtDet: An Orientation Robust Detector via Transformer for Object Detection in Aerial Images,
RS(14), No. 24, 2022, pp. xx-yy.
DOI Link 2212
BibRef

Ming, Q.[Qi], Miao, L.[Lingjuan], Zhou, Z.Q.[Zhi-Qiang], Song, J.J.[Jun-Jie], Dong, Y.P.[Yun-Peng], Yang, X.[Xue],
Task interleaving and orientation estimation for high-precision oriented object detection in aerial images,
PandRS(196), 2023, pp. 241-255.
Elsevier DOI 2302
Oriented object detection, Aerial images, Convolutional neural network, Misaligned tasks, Orientation estimation BibRef

Yang, X.[Xue], Zhang, G.[Gefan], Yang, X.J.[Xiao-Jiang], Zhou, Y.[Yue], Wang, W.T.[Wen-Tao], Tang, J.[Jin], He, T.[Tao], Yan, J.C.[Jun-Chi],
Detecting Rotated Objects as Gaussian Distributions and its 3-D Generalization,
PAMI(45), No. 4, April 2023, pp. 4335-4354.
IEEE DOI 2303
Model the rotated model, not simply object plus angle. Detectors, Measurement, Object detection, Gaussian distribution, Image edge detection, Task analysis, Optimization, 3-D object detection BibRef

Nie, G.T.[Guang-Tao], Huang, H.[Hua],
Multi-Oriented Object Detection in Aerial Images With Double Horizontal Rectangles,
PAMI(45), No. 4, April 2023, pp. 4932-4944.
IEEE DOI 2303
Detectors, Object detection, Feature extraction, Image edge detection, Decoding, Encoding, Training, Object detection, aerial image BibRef

Chen, W.N.[Wei-Ning], Miao, S.C.[Shi-Cheng], Wang, G.X.[Guang-Xing], Cheng, G.[Gong],
Recalibrating Features and Regression for Oriented Object Detection,
RS(15), No. 8, 2023, pp. 2134.
DOI Link 2305
BibRef

Su, H.Z.[Hao-Zheng], You, Y.[Yanan], Liu, S.[Sixu],
Multi-Oriented Enhancement Branch and Context-Aware Module for Few-Shot Oriented Object Detection in Remote Sensing Images,
RS(15), No. 14, 2023, pp. 3544.
DOI Link 2307
BibRef

Wang, M.H.[Ming-Hui], Li, Q.[Qingpeng], Gu, Y.C.[Yun-Chao], Pan, J.J.[Jun-Jun],
Highly Efficient Anchor-Free Oriented Small Object Detection for Remote Sensing Images via Periodic Pseudo-Domain,
RS(15), No. 15, 2023, pp. xx-yy.
DOI Link 2308
BibRef

Deng, C.W.[Chen-Wei], Jing, D.L.[Dong-Lin], Han, Y.Q.[Yu-Qi], Deng, Z.Y.[Zhi-Yuan], Zhang, H.[Hong],
Towards Feature Decoupling for Lightweight Oriented Object Detection in Remote Sensing Images,
RS(15), No. 15, 2023, pp. xx-yy.
DOI Link 2308
BibRef

Liu, Z.[Zhe], He, G.Q.[Gui-Qing], Dong, L.H.[Li-Heng], Jing, D.L.[Dong-Lin], Zhang, H.X.[Hai-Xi],
Task-Sensitive Efficient Feature Extraction Network for Oriented Object Detection in Remote Sensing Images,
RS(16), No. 13, 2024, pp. 2271.
DOI Link 2407
BibRef

Zhang, T.W.[Tian-Wei], Sun, X.[Xu], Zhuang, L.[Lina], Dong, X.Y.[Xiao-Yu], Sha, J.J.[Jian-Jun], Zhang, B.[Bing], Zheng, K.[Ke],
AFRE-Net: Adaptive Feature Representation Enhancement for Arbitrary Oriented Object Detection,
RS(15), No. 20, 2023, pp. 4965.
DOI Link 2310
BibRef

Ou, Z.H.[Zhong-Hong], Chen, Z.J.[Zhong-Jie], Shen, S.Y.[Sheng-Yi], Fan, L.[Lina], Yao, S.Y.[Si-Yuan], Song, M.[Meina], Hui, P.[Pan],
Free^3 Net: Gliding Free, Orientation Free, and Anchor Free Network for Oriented Object Detection,
MultMed(25), 2023, pp. 7089-7100.
IEEE DOI 2311
BibRef

Moon, J.[Joonhyeok], Jeon, M.[Munsu], Jeong, S.[Siheon], Oh, K.Y.[Ki-Yong],
RoMP-transformer: Rotational bounding box with multi-level feature pyramid transformer for object detection,
PR(147), 2024, pp. 110067.
Elsevier DOI 2312
Autonomous flight and surveillance, Artificial intelligence for object detection, Pyramid vision transformer BibRef

Li, Z.H.[Zhong-Hua], Hou, B.[Biao], Wu, Z.T.[Zi-Tong], Ren, B.[Bo], Yang, C.[Chen],
FCOSR: A Simple Anchor-Free Rotated Detector for Aerial Object Detection,
RS(15), No. 23, 2023, pp. 5499.
DOI Link 2312
BibRef

Pan, M.[Mian], Xia, W.J.[Wei-Jie], Yu, H.B.[Hai-Bin], Hu, X.Z.[Xin-Zhi], Cai, W.Y.[Wen-Yu], Shi, J.[Jianguang],
Vehicle Detection in UAV Images via Background Suppression Pyramid Network and Multi-Scale Task Adaptive Decoupled Head,
RS(15), No. 24, 2023, pp. 5698.
DOI Link 2401
BibRef

Murrugarra-Llerena, J.[Jeffri], Kirsten, L.N.[Lucas N.], Zeni, L.F.[Luis Felipe], Jung, C.R.[Claudio R.],
Probabilistic Intersection-Over-Union for Training and Evaluation of Oriented Object Detectors,
IP(33), 2024, pp. 671-681.
IEEE DOI Code:
WWW Link. 2402
Detectors, Location awareness, Object detection, Measurement, Training, Gaussian distribution, Annotations, performance evaluation BibRef

Zhang, Y.S.[Yun-Sheng], Ren, Z.J.[Zi-Jing], Ding, Z.C.[Zi-Chen], Qian, H.[Hong], Li, H.Q.[Hai-Qiang], Tao, C.[Chao],
Co-ECL: Covariant Network with Equivariant Contrastive Learning for Oriented Object Detection in Remote Sensing Images,
RS(16), No. 3, 2024, pp. 516.
DOI Link 2402
BibRef

Liu, Y.F.X.[Yang-Fei-Xiao], Jiang, W.S.[Wan-Shou],
OII: An Orientation Information Integrating Network for Oriented Object Detection in Remote Sensing Images,
RS(16), No. 5, 2024, pp. 731.
DOI Link 2403
BibRef

Wang, L.F.[Lin-Fei], Zhan, Y.B.[Yi-Bing], Liu, W.[Wei], Yu, B.S.[Bao-Sheng], Tao, D.P.[Da-Peng],
Bounding Box Vectorization for Oriented Object Detection With Tanimoto Coefficient Regression,
MultMed(26), 2024, pp. 5181-5193.
IEEE DOI 2404
Object detection, Detectors, Measurement, Task analysis, Shape, Convergence, Bounding box regression, Oriented object detection BibRef

Chen, J.H.[Jin-Hui], Lin, Q.F.[Qi-Feng], Huang, H.B.[Hai-Bin], Yu, Y.L.[Yuan-Long], Zhu, D.[Daoye], Fu, G.[Gang],
HVConv: Horizontal and Vertical Convolution for Remote Sensing Object Detection,
RS(16), No. 11, 2024, pp. 1880.
DOI Link 2406
elongated objects are more desired. BibRef

Zhang, Y.[Yidan], Zhang, W.H.[Wen-Hui], Li, J.X.[Jun-Xi], Qi, X.[Xiyu], Lu, X.N.[Xiao-Nan], Wang, L.[Lei], Hou, Y.[Yingyan],
Empowering lightweight detectors: Orientation Distillation via anti-ambiguous spatial transformation for remote sensing images,
PandRS(214), 2024, pp. 244-260.
Elsevier DOI Code:
WWW Link. 2407
Deep learning, Oriented object detection, Knowledge distillation, Remote sensing imagery BibRef

Zhang, Z.[Zehao], Wang, C.[Chenhan], Zhang, H.Y.[Hua-Yu], Qi, D.C.[Da-Cheng], Liu, Q.Y.[Qing-Yi], Wang, Y.F.[Yu-Feng], Ding, W.R.[Wen-Rui],
SREDet: Semantic-Driven Rotational Feature Enhancement for Oriented Object Detection in Remote Sensing Images,
RS(16), No. 13, 2024, pp. 2317.
DOI Link 2407
BibRef

Wang, W.Y.[Wen-Yong], Cai, Y.Z.[Yuan-Zheng], Luo, Z.M.[Zhi-Ming], Liu, W.[Wei], Wang, T.[Tao], Li, Z.Y.[Zuo-Yong],
SA3Det: Detecting Rotated Objects via Pixel-Level Attention and Adaptive Labels Assignment,
RS(16), No. 13, 2024, pp. 2496.
DOI Link 2407
BibRef

Zhou, Z.[Zhen], Ma, Y.K.[Yun-Kai], Fan, J.F.[Jun-Feng], Liu, Z.Y.[Zhao-Yang], Jing, F.[Fengshui], Tan, M.[Min],
Linear Gaussian bounding box representation and ring-shaped rotated convolution for oriented object detection,
PR(155), 2024, pp. 110677.
Elsevier DOI 2408
Oriented object detection, Oriented bounding box representation, Rotated convolution BibRef

Yu, Y.[Yi], Da, F.P.[Fei-Peng],
On Boundary Discontinuity in Angle Regression Based Arbitrary Oriented Object Detection,
PAMI(46), No. 10, October 2024, pp. 6494-6508.
IEEE DOI 2409
BibRef
Earlier:
Phase-Shifting Coder: Predicting Accurate Orientation in Oriented Object Detection,
CVPR23(13354-13363)
IEEE DOI 2309
Feature extraction, Detectors, Proposals, Artificial neural networks, YOLO, Visualization, Codes, phase-shifting coder BibRef

Wang, Y.[Yu], Chen, H.[Hao], Zhang, Y.[Ye], Li, G.Z.[Guo-Zheng],
Relevance Pooling Guidance and Class-Balanced Feature Enhancement for Fine-Grained Oriented Object Detection in Remote Sensing Images,
RS(16), No. 18, 2024, pp. 3494.
DOI Link 2410
BibRef

He, X.H.[Xiao-Hai], Liang, K.W.[Kai-Wen], Zhang, W.M.[Wei-Min], Li, F.X.[Fang-Xing], Jiang, Z.[Zhou], Zuo, Z.Q.[Zheng-Qing], Tan, X.Y.[Xin-Yan],
DETR-ORD: An Improved DETR Detector for Oriented Remote Sensing Object Detection with Feature Reconstruction and Dynamic Query,
RS(16), No. 18, 2024, pp. 3516.
DOI Link 2410
BibRef

Li, P.[Pei], Zhu, Z.J.[Zhong-Jie], Bai, Y.Q.[Yong-Qiang], Wang, Y.[Yuer], Zhang, L.[Lei],
Oriented Object Detection Based on Adaptive Feature Learning and Enrichment,
SPLetters(31), 2024, pp. 2735-2739.
IEEE DOI 2410
Feature extraction, Convolution, Object detection, Representation learning, Proposals, Accuracy, Semantics, oriented object detection BibRef

Yuan, B.H.[Bin-Huan], Zhi, X.Y.[Xi-Yang], Hu, J.M.[Jian-Ming], Zhang, W.[Wei],
Boosting Point Set-Based Network with Optimal Transport Optimization for Oriented Object Detection,
RS(16), No. 22, 2024, pp. 4133.
DOI Link 2412
BibRef

Yao, Y.Q.[Yan-Qing], Cheng, G.[Gong], Lang, C.[Chunbo], Yuan, X.[Xiang], Xie, X.X.[Xing-Xing], Han, J.W.[Jun-Wei],
Hierarchical Mask Prompting and Robust Integrated Regression for Oriented Object Detection,
CirSysVideo(34), No. 12, December 2024, pp. 13071-13084.
IEEE DOI Code:
WWW Link. 2501
Feature extraction, Semantics, Accuracy, Object detection, Loss measurement, Detectors, Remote sensing, semantic mask BibRef

Song, B.H.[Bei-Hang], Li, J.[Jing], Wu, J.[Jia], Chang, J.[Jun], Wan, J.[Jun],
Direction Prediction Redefinition: Transfer Angle to Scale in Oriented Object Detection,
CirSysVideo(34), No. 12, December 2024, pp. 12894-12906.
IEEE DOI 2501
Object detection, Detectors, Semantics, Accuracy, Feature extraction, Encoding, Arbitrary-oriented, boundary problem BibRef

Dang, M.[Min], Liu, G.[Gang], Li, H.[Hao], Wang, D.[Di], Pan, R.[Rong], Wang, Q.[Quan],
PRA-Det: Anchor-Free Oriented Object Detection With Polar Radius Representation,
MultMed(27), 2025, pp. 145-157.
IEEE DOI 2501
Object detection, Detectors, Vectors, Training, Protocols, Loss measurement, Feature extraction, Remote sensing, Geometry, object detection BibRef


Wang, J.S.[Jiang-Shan], Pu, Y.F.[Yi-Fan], Han, Y.Z.[Yi-Zeng], Guo, J.Y.[Jia-Yi], Wang, Y.[Yiru], Li, X.[Xiu], Huang, G.[Gao],
GRA: Detecting Oriented Objects Through Group-wise Rotating and Attention,
ECCV24(XVII: 298-315).
Springer DOI 2412
Code:
WWW Link. BibRef

Zhao, Z.Y.[Ze-Yang], Xue, Q.L.[Qi-Long], He, Y.H.[Yu-Hang], Bai, Y.F.[Yi-Fan], Wei, X.[Xing], Gong, Y.H.[Yi-Hong],
Projecting Points to Axes: Oriented Object Detection via Point-axis Representation,
ECCV24(XXVIII: 161-179).
Springer DOI 2412
BibRef

Zhao, T.[Tong], Fang, Q.[Qiang], Shi, S.[Shuohao], Xu, X.[Xin],
Density-Guided Dense Pseudo Label Selection for Semi-Supervised Oriented Object Detection,
ICIP24(1092-1098)
IEEE DOI Code:
WWW Link. 2411
Codes, Object detection, Benchmark testing, Reliability, Semi-supervised Object Detection, Oriented Object Detection, Dense Pseudo-label BibRef

Luo, J.W.[Jun-Wei], Yang, X.[Xue], Yu, Y.[Yi], Li, Q.Y.[Qing-Yun], Yan, J.C.[Jun-Chi], Li, Y.S.[Yan-Sheng],
PointOBB: Learning Oriented Object Detection via Single Point Supervision,
CVPR24(16730-16740)
IEEE DOI 2410
Training, Accuracy, Collaboration, Object detection, Switches, Self-supervised learning, oriented object detection, point-supervised object detection BibRef

Xiao, Z.K.[Zi-Kai], Yang, G.Y.[Guo-Ye], Yang, X.[Xue], Mu, T.J.[Tai-Jiang], Yan, J.C.[Jun-Chi], Hu, S.M.[Shi-Min],
Theoretically Achieving Continuous Representation of Oriented Bounding Boxes,
CVPR24(16912-16922)
IEEE DOI 2410
Deep learning, Computational modeling, Detectors, Benchmark testing, Decoding, Sensors, oriented object detection, boundary problem BibRef

Xu, H.[Hang], Liu, X.Y.[Xin-Yuan], Xu, H.[Haonan], Ma, Y.[Yike], Zhu, Z.J.[Zun-Jie], Yan, C.G.[Cheng-Gang], Dai, F.[Feng],
Rethinking Boundary Discontinuity Problem for Oriented Object Detection,
CVPR24(17406-17415)
IEEE DOI Code:
WWW Link. 2410
Smoothing methods, Codes, Object detection, Detectors, Predictive models, Encoding, Oriented Object Detection, Rotation Equivariance BibRef

Yu, Y.[Yi], Yang, X.[Xue], Li, Q.Y.[Qing-Yun], Da, F.P.[Fei-Peng], Dai, J.F.[Ji-Feng], Qiao, Y.[Yu], Yan, J.C.[Jun-Chi],
Point2RBox: Combine Knowledge from Synthetic Visual Patterns for End-to-End Oriented Object Detection with Single Point Supervision,
CVPR24(16783-16793)
IEEE DOI 2410
Knowledge engineering, Visualization, Detectors, Object detection, Transforms BibRef

Wu, W.H.[Wen-Hao], Wong, H.S.[Hau-San], Wu, S.[Si], Zhang, T.Y.[Tian-You],
Relational Matching for Weakly Semi-Supervised Oriented Object Detection,
CVPR24(27800-27810)
IEEE DOI 2410
Costs, Annotations, Supervised learning, Object detection, Detectors, Predictive models, Semisupervised learning, Semi-Supervised Learning BibRef

Hakimi, Z.[Zeinab], Narayanan, V.[Vijaykrishnan],
Fine-to-Coarse Object Classification of Very Large Images,
ICIP23(3498-3502)
IEEE DOI 2312
BibRef

Zhang, C.[Cong], Luo, K.M.[Kun-Ming], Meng, F.M.[Fan-Man], Wu, Q.B.[Qing-Bo],
The Elliptic Energy Loss for Rotated Object Detection in Aerial Images,
ICIP23(3384-3388)
IEEE DOI Code:
WWW Link. 2312
BibRef

Zhang, Z.M.[Zi-Ming], Wang, Y.C.[Yu-Cheng], He, C.[Chu], Zhang, Q.Y.[Qing-Yi], Chen, X.[Xi],
Weakly Semi-Supervised Oriented Object Detection with Points,
ICIP23(3080-3084)
IEEE DOI 2312
BibRef

Fang, T.T.[Ting-Ting], Liu, B.[Bin], Zhao, Z.W.[Zhi-Wei], Chu, Q.[Qi], Yu, N.H.[Neng-Hai],
Affinity-Aware Relation Network for Oriented Object Detection in Aerial Images,
ACCV22(V:369-386).
Springer DOI 2307
BibRef

Doloriel, C.T.C.[Chandler Timm C.], Cajote, R.D.[Rhandley D.],
Improving the Detection of Small Oriented Objects in Aerial Images,
Maritime23(176-185)
IEEE DOI 2302
Image segmentation, Codes, Conferences, Object detection, Detectors BibRef

Dai, L.G.[Long-Gang], Chen, H.M.[Hong-Ming], Li, Y.F.[Yu-Feng], Kong, C.[Caihua], Fan, Z.T.[Zhen-Tao], Lu, J.Y.[Ji-Yang], Chen, X.[Xiang],
TARDet: Two-stage Anchor-free Rotating Object Detector in Aerial Images,
UG22(4266-4274)
IEEE DOI 2210
Location awareness, Head, Convolution, Aggregates, Detectors, Object detection BibRef

Li, W.T.[Wen-Tong], Chen, Y.J.[Yi-Jie], Hu, K.X.[Kai-Xuan], Zhu, J.K.[Jian-Ke],
Oriented RepPoints for Aerial Object Detection,
CVPR22(1819-1828)
IEEE DOI 2210
Training, Location awareness, Codes, Object detection, Detectors, Feature extraction, Photogrammetry and remote sensing, Scene analysis and understanding BibRef

Kim, B.[Beomyoung], Lee, J.[Janghyeon], Lee, S.[Sihaeng], Kim, D.[Doyeon], Kim, J.[Junmo],
TricubeNet: 2D Kernel-Based Object Representation for Weakly-Occluded Oriented Object Detection,
WACV22(3421-3430)
IEEE DOI 2202
Heating systems, Visualization, Codes, Computational modeling, Object detection, Feature extraction, Vision for Aerial/Drone/Underwater/Ground Vehicles Object Detection/Recognition/Categorization BibRef

Yi, J.R.[Jing-Ru], Wu, P.X.[Peng-Xiang], Liu, B.[Bo], Huang, Q.Y.[Qiao-Ying], Qu, H.[Hui], Metaxas, D.N.[Dimitris N.],
Oriented Object Detection in Aerial Images with Box Boundary-Aware Vectors,
WACV21(2149-2158)
IEEE DOI 2106
Object detection, Detectors, Task analysis BibRef

Yang, X.[Xue], Yan, J.C.[Jun-Chi],
Arbitrary-Oriented Object Detection with Circular Smooth Label,
ECCV20(VIII:677-694).
Springer DOI 2011
BibRef

Mo, N., Yan, L.,
Oriented Vehicle Detection In High-resolution Remote Sensing Images Based on Feature Amplification and Category Balance By Oversampling Data Augmentation,
ISPRS20(B3:153-159).
DOI Link 2012
BibRef

Chan, J.[Jacoob], Lee, J.A.[Jimmy Addison], Qian, K.[Kemao],
F-SORT: An Alternative for Faster Geometric Verification,
ACCV16(I: 385-399).
Springer DOI 1704
BibRef
And:
BORDER: An Oriented Rectangles Approach to Texture-Less Object Recognition,
CVPR16(2855-2863)
IEEE DOI 1612
Resort image features for different orientations. Bounding Oriented-Rectangle Descriptors for Enclosed Regions. BibRef

Chapter on Cartography, Aerial Images, Buildings, Roads, Terrain, Forests, Trees, ATR continues in
Vehicle Detection, SAR .


Last update:Jan 20, 2025 at 11:36:25