17.1.3.9.10 Football, Soccer, Tracking, Desctiptions, Analysis

Chapter Contents (Back)
Activity Recognition. Football. Soccer. A lot of tracking is in:
See also Human Activities, Sports, Player Tracking.

IAUFD: A 100k images dataset for automatic football image/video analysis,
2022.
WWW Link. Dataset, Event Detection. Dataset, Sports.

Ekin, A., Tekalp, A.M., Mehrotra, R.,
Automatic soccer video analysis and summarization,
IP(12), No. 7, July 2003, pp. 796-807.
IEEE DOI 0308
BibRef
Earlier:
Integrated semantic-syntactic video event modeling for search and retrieval,
ICIP02(I: 141-144).
IEEE DOI 0210
BibRef
Earlier:
Automatic Extraction of Low-level Object Motion Descriptors,
ICIP01(II: 633-636).
IEEE DOI 0108
BibRef

Assfalg, J.[Jürgen], Bertini, M.[Marco], Colombo, C.[Carlo], del Bimbo, A.[Alberto], Nunziati, W.[Walter],
Semantic annotation of soccer videos: Automatic highlights identification,
CVIU(92), No. 2-3, November-December 2003, pp. 285-305.
Elsevier DOI 0311
BibRef
Earlier:
Automatic extraction and annotation of soccer video highlights,
ICIP03(II: 527-530).
IEEE DOI 0312
BibRef
And:
Highlight extraction in soccer videos,
CIAP03(498-503).
IEEE DOI 0310
BibRef

Ballan, L.[Lamberto], Bertini, M.[Marco], del Bimbo, A.[Alberto], Nunziati, W.[Walter],
Automatic Detection and Recognition of Players in Soccer Videos,
Visual07(105-116).
Springer DOI 0706
BibRef
And:
Soccer players identification based on visual local features,
CIVR07(258-265).
DOI Link 0707
BibRef

Bertini, M.[Marco], del Bimbo, A.[Alberto], Nunziati, W.[Walter],
Soccer Videos Highlight Prediction and Annotation in Real Time,
CIAP05(637-644).
Springer DOI 0509
BibRef

Xiong, Z.Y.[Zi-You], Radhakrishnan, R., Divakaran, A.,
Generation of sports highlights using motion activity in combination with a common audio feature extraction framework,
ICIP03(I: 5-8).
IEEE DOI 0312
BibRef

Xie, L.X.[Le-Xing], Xu, P.[Peng], Chang, S.F.[Shih-Fu], Divakaran, A.[Ajay], Sun, H.F.[Hui-Fang],
Structure analysis of soccer video with domain knowledge and hidden Markov models,
PRL(25), No. 7, May 2004, pp. 767-775.
Elsevier DOI 0405
BibRef

Leonardi, R., Migliorati, P., Prandini, M.,
Semantic indexing of soccer audio-visual sequences: A multimodal approach based on controlled Markov chains,
CirSysVideo(14), No. 5, May 2004, pp. 634-643.
IEEE Abstract. 0407
BibRef
Earlier:
Semantic indexing of sports program sequences by audio-visual analysis,
ICIP03(I: 9-12).
IEEE DOI 0312
BibRef

Li, B.X.[Bao-Xin], Sezan, M.I.[M. Ibrahim], Sampsell, J.B.[Jeffrey B.],
Summarization of football video content,
US_Patent7,312,812, Dec 25, 2007
WWW Link. BibRef 0712

Beetz, M., Kirchlechner, B., Lames, M.,
Computerized real-time analysis of football games,
PerComp(4), No. 3, 2005, pp. 33-39.
IEEE DOI BibRef 0500

Watve, A.[Alok], Sural, S.[Shamik],
Soccer video processing for the detection of advertisement billboards,
PRL(29), No. 7, 1 May 2008, pp. 994-1006.
Elsevier DOI 0804
Soccer telecast; Advertisement billboard; Region of interest; Template matching BibRef

Yu, X.G.[Xin-Guo], Li, L.Y.[Li-Yuan], Leong, H.W.[Hon Wai],
Interactive broadcast services for live soccer video based on instant semantics acquisition,
JVCIR(20), No. 2, February 2009, pp. 117-130.
Elsevier DOI 0903
Interactive broadcast service; Sports video; Semantic gamelog; Instant semantics acquisition; Live event alert; Gamelog translation; On-the-fly language selection; Clock time recognition BibRef

Yu, X.G.[Xin-Guo], Yan, X.[Xin], Li, L.Y.[Li-Yuan], Leong, H.W.[Hon Wai],
An instant semantics acquisition system of live soccer video with application to live event alert and on-the-fly language selection,
CIVR08(495-504). 0807
BibRef

d'Orazio, T.[Tiziana], Leo, M.[Marco], Spagnolo, P.[Paolo], Nitti, M., Mosca, N., Distante, A.[Arcangelo],
A visual system for real time detection of goal events during soccer matches,
CVIU(113), No. 5, May 2009, pp. 622-632.
Elsevier DOI 0904
Ball recognition; Event detection; Real time processing
See also SIFT Based Ball Recognition in Soccer Images. BibRef

Mazzeo, P.L.[Pier Luigi], Spagnolo, P.[Paolo], Leo, M.[Marco], d'Orazio, T.[Tiziana],
Football Players Classification in a Multi-camera Environment,
ACIVS10(II: 143-154).
Springer DOI 1012
BibRef
And: A2, A1, A3, A4:
A Novel Histogram-Based Feature Representation and Its Application in Sport Players Classification,
ISVC10(III: 291-300).
Springer DOI 1011
BibRef

Leo, M.[Marco], d'Orazio, T.[Tiziana], Spagnolo, P.[Paolo], Mazzeo, P.L.[Pier Luigi], Distante, A.[Arcangelo],
Multi-view Player Action Recognition in Soccer Games,
MIRAGE09(46-57).
Springer DOI 0905
BibRef
Earlier: A4, A3, A1, A2, Only:
Visual Players Detection and Tracking in Soccer Matches,
AVSBS08(326-333).
IEEE DOI 0809

See also Commentary Paper 1 on Visual Players Detection and Tracking in Soccer Matches.
See also Commentary Paper 2 on Visual Players Detection and Tracking in Soccer Matches.
See also Commentary Paper 3 on Visual Players Detection and Tracking in Soccer Matches. BibRef

d'Orazio, T.[Tiziana], Leo, M.[Marco], Mazzeo, P.L.[Pier Luigi], Spagnolo, P.[Paolo],
Soccer Player Activity Recognition by a Multivariate Features Integration,
AVSS10(32-39).
IEEE DOI 1009
BibRef

d'Orazio, T.[Tiziana], Leo, M.[Marco], Spagnolo, P.[Paolo], Mazzeo, P.L.[Pier Luigi], Mosca, N.[Nicola], Nitti, M., Distante, A.[Arcangelo],
An Investigation Into the Feasibility of Real-Time Soccer Offside Detection From a Multiple Camera System,
CirSysVideo(19), No. 12, December 2009, pp. 1804-1818.
IEEE DOI 0912
BibRef

Spagnolo, P.[Paolo], Leo, M.[Marco], Mazzeo, P.L.[Pier Luigi], Nitti, M.[Massimiliano], Stella, E.[Ettore], Distante, A.[Arcangelo],
Non-invasive Soccer Goal Line Technology: A Real Case Study,
CVSports13(1011-1018)
IEEE DOI 1309
Computer Vision Applications BibRef

Leo, M.[Marco], Mosca, N.[Nicola], Spagnolo, P.[Paolo], Mazzeo, P.L.[Pier Luigi], d'Orazio, T.[Tiziana], Distante, A.[Arcangelo],
Real-time multiview analysis of soccer matches for understanding interactions between ball and players,
CIVR08(525-534). 0807
BibRef
Earlier: A1, A2, A3, A4, A6, Only:
Real-time multi-view event detection in soccer games,
ICDSC08(1-10).
IEEE DOI 0809
BibRef

Mazzeo, P.L.[Pier Luigi], Giove, L., Moramarco, G.M., Spagnolo, P.[Paolo], Leo, M.[Marco],
HSV and RGB color histograms comparing for objects tracking among non overlapping FOVs, using CBTF,
MultiCamera11(498-503).
IEEE DOI 1111
BibRef

Mazzeo, P.L.[Pier Luigi], Spagnolo, P.[Paolo], d'Orazio, T.[Tiziana],
Object Tracking by Non-overlapping Distributed Camera Network,
ACIVS09(516-527).
Springer DOI 0909
BibRef

Kayumbi, G.[Gabin], Mazzeo, P.L.[Pier Luigi], Spagnolo, P.[Paolo], Taj, M.[Murtaza], Cavallaro, A.[Andrea],
Distributed visual sensing for virtual top-view trajectory generation in football videos,
CIVR08(535-542). 0807
BibRef

Inamoto, N., Saito, H.,
Virtual Viewpoint Replay for a Soccer Match by View Interpolation From Multiple Cameras,
MultMed(9), No. 6, October 2007, pp. 1155-1166.
IEEE DOI 0905
BibRef

d'Orazio, T., Leo, M.,
A review of vision-based systems for soccer video analysis,
PR(43), No. 8, August 2010, pp. 2911-2926.
Elsevier DOI 1006
Survey, Activity Recognition. Soccer video analysis; Low-level and high-level feature extraction; Modeling of feature dynamics BibRef

Ren, J.C.[Jin-Chang], Xu, M.[Ming], Orwell, J.[James], Jones, G.A.[Graeme A.],
Multi-camera video surveillance for real-time analysis and reconstruction of soccer games,
MVA(21), No. 6, October 2010, pp. 855-863.
WWW Link. 1011
BibRef

Smits, E.[Ewine], Hanjalic, A.[Alan],
A System Concept for Socially Enriched Access to Soccer Video Collections,
MultMedMag(17), No. 4, October-December 2010, pp. 26-35.
IEEE DOI 1011
BibRef

Xu, W., Yi, Y.,
A Robust Replay Detection Algorithm for Soccer Video,
SPLetters(18), No. 9, September 2011, pp. 509-512.
IEEE DOI 1108
BibRef

Stracuzzi, D.J.[David J.], Fern, A.[Alan], Ali, K.[Kamal], Hess, R.[Robin], Pinto, J.[Jervis], Li, N.[Nan], Konik, T.[Tolga], Shapiro, D.G.[Daniel G.],
An Application of Transfer to American Football: From Observation of Raw Video to Control in a Simulated Environment,
AIMag(), No. 2, Summer 2011, pp. 107-125.
WWW Link. Analysis of the plays to aid in understanding the game. BibRef 1100

Qian, X., Hou, X., Tang, Y.Y., Wang, H., Li, Z.,
Hidden Conditional Random Field-Based Soccer Video Events Detection,
IET-IPR(6), No. 9, 2012, pp. 1338-1347.
DOI Link 1302
BibRef

Khokhar, S.[Salman], Saleemi, I.[Imran], Shah, M.[Mubarak],
Multi-agent event recognition by preservation of spatiotemporal relationships between probabilistic models,
IVC(31), No. 9, 2013, pp. 603-615.
Elsevier DOI 1308
BibRef
And:
Similarity invariant classification of events by KL divergence minimization,
ICCV11(1903-1910).
IEEE DOI 1201
Football play recognition Events from location and flow. BibRef

Saleemi, I.[Imran], Hartung, L.[Lance], Shah, M.[Mubarak],
Scene understanding by statistical modeling of motion patterns,
CVPR10(2069-2076).
IEEE DOI 1006
Motion patterns from static camera. Patterns in Optical flow. BibRef

Cheng, Q.[Qin], Agrafiotis, D., Achim, A.M., Bull, D.R.,
Gaze Location Prediction for Broadcast Football Video,
IP(22), No. 12, 2013, pp. 4918-4929.
IEEE DOI 1312
Bayes methods BibRef

Tavassolipour, M., Karimian, M., Kasaei, S.,
Event Detection and Summarization in Soccer Videos Using Bayesian Network and Copula,
CirSysVideo(24), No. 2, February 2014, pp. 291-304.
IEEE DOI 1403
Bayes methods BibRef

Pandya, D.[Devang], Zaveri, M.A.[Mukesh A.],
A novel framework for semantic analysis of an illumination-variant soccer video,
JIVP(2014), No. 1, 2014, pp. 49.
DOI Link 1411
BibRef

Stein, M.[Manuel], Häußler, J.[Johannes], Jäckle, D.[Dominik], Janetzko, H.[Halldór], Schreck, T.[Tobias], Keim, D.A.[Daniel A.],
Visual Soccer Analytics: Understanding the Characteristics of Collective Team Movement Based on Feature-Driven Analysis and Abstraction,
IJGI(4), No. 4, 2015, pp. 2159.
DOI Link 1511
BibRef

Feuerhake, U.[Udo],
Recognition of Repetitive Movement Patterns: The Case of Football Analysis,
IJGI(5), No. 11, 2016, pp. 208.
DOI Link 1612
BibRef

Wang, Z., Yu, J., He, Y.,
Soccer Video Event Annotation by Synchronization of Attack-Defense Clips and Match Reports With Coarse-Grained Time Information,
CirSysVideo(27), No. 5, May 2017, pp. 1104-1117.
IEEE DOI 1705
Event detection, Feature extraction, Games, Hidden Markov models, Semantics, Synchronization, Time factors, Attack-defense transition analysis (ADTA), event annotation, event boundary detection, match report, video, analysis BibRef

Manafifard, M., Ebadi, H., Abrishami Moghaddam, H.[Hamid],
Appearance-based multiple hypothesis tracking: Application to soccer broadcast videos analysis,
SP:IC(55), No. 1, 2017, pp. 157-170.
Elsevier DOI 1705
PSO BibRef

de Pádua, P.H.C.[Pedro H.C.], Pádua, F.L.C.[Flávio L.C.], de Arruda Pereira, M.[Marconi], Sousa, M.T.D.[Marco T. D.], de Oliveira, M.B.[Matheus B.], Wanner, E.F.[Elizabeth F.],
A vision-based system to support tactical and physical analyses in futsal,
MVA(28), No. 5-6, August 2017, pp. 475-496.
Springer DOI 1708
(a variant of soccer, indoors, hard surface). BibRef

Sharma, R.A.[Rahul Anand], Gandhi, V.[Vineet], Chari, V.[Visesh], Jawahar, C.V.,
Automatic analysis of broadcast football videos using contextual priors,
SIViP(11), No. 1, January 2017, pp. 171-178.
Springer DOI 1702
BibRef

Sharma, R.A.[Rahul Anand], Bhat, B., Chari, V.[Visesh], Jawahar, C.V.,
Automated Top View Registration of Broadcast Football Videos,
WACV18(305-313)
IEEE DOI 1806
cameras, edge detection, image registration, nearest neighbour methods, optimisation, sport, Videos BibRef

Schlipsing, M.[Marc], Salmen, J.[Jan], Tschentscher, M.[Marc], Igel, C.[Christian],
Adaptive pattern recognition in real-time video-based soccer analysis,
RealTimeIP(13), No. 2, June 2017, pp. 345-361.
Springer DOI 1708
BibRef

Cano, P., Ruiz-del-Solar, J.,
Robust Tracking of Soccer Robots Using Random Finite Sets,
IEEE_Int_Sys(32), No. 6, November 2017, pp. 22-29.
IEEE DOI 1801
Estimation, Mathematical model, Radio frequency, Robot kinematics, Robot sensing systems, Target tracking, intelligent systems, soccer robotics BibRef

Zhang, P.D.[Peng-Dong], Beernaerts, J.[Jasper], van de Weghe, N.[Nico],
A Hybrid Approach Combining the Multi-Temporal Scale Spatio-Temporal Network with the Continuous Triangular Model for Exploring Dynamic Interactions in Movement Data: A Case Study of Football,
IJGI(7), No. 1, 2018, pp. xx-yy.
DOI Link 1801
BibRef

Theagarajan, R., Bhanu, B.,
An Automated System for Generating Tactical Performance Statistics for Individual Soccer Players From Videos,
CirSysVideo(31), No. 2, February 2021, pp. 632-646.
IEEE DOI 2102
Sports, Videos, Feature extraction, Histograms, Inference algorithms, Training, Convolutional neural networks, player statistics BibRef

Sheng, B., Li, P., Zhang, Y., Mao, L., Chen, C.L.P.,
GreenSea: Visual Soccer Analysis Using Broad Learning System,
Cyber(51), No. 3, March 2021, pp. 1463-1477.
IEEE DOI 2102
Games, Visualization, Learning systems, Statistical analysis, Training, Videos, Object tracking, visual analytics BibRef

Sanyal, S.[Samriddha],
Who will receive the ball? Predicting pass recipient in soccer videos,
JVCIR(78), 2021, pp. 103190.
Elsevier DOI 2107
Pass prediction, Dependent models, Soccer dataset BibRef

Kasai, K.[Kazuki], Kawakita, K.[Kaoru], Kubota, A.[Akira], Tsurusaki, H.[Hiroki], Watanabe, R.[Ryosuke], Sugano, M.[Masaru],
Robust and Efficient Homography Estimation Using Directional Feature Matching of Court Points for Soccer Field Registration,
IEICE(E104-D), No. 10, October 2021, pp. 1563-1571.
WWW Link. 2110
BibRef

Sarkar, S.[Saikat], Mukherjee, D.P.[Dipti Prasad], Chakrabarti, A.[Amlan],
From soccer video to ball possession statistics,
PR(122), 2022, pp. 108338.
Elsevier DOI 2112
Ball possession statistics, Cost-flow network, Group similarity, Pass event detection, Soccer BibRef

Zanganeh, A.[Amirhosein], Jampour, M.[Mahdi], Layeghi, K.[Kamran],
IAUFD: A 100k images dataset for automatic football image/video analysis,
IET-IPR(16), No. 12, 2022, pp. 3133-3142.
DOI Link 2209
BibRef

Cuevas, C.[Carlos], Berjón, D.[Daniel], García, N.[Narciso],
Grass band detection in soccer images for improved image registration,
SP:IC(109), 2022, pp. 116837.
Elsevier DOI 2210
Soccer, Football, Line mark, Grass band, Turf, Green, Pattern, Key point, Segmentation, Line detection, Registration BibRef

Berjón, D.[Daniel], Cuevas, C.[Carlos], García, N.[Narciso],
Soccer line mark segmentation and classification with stochastic watershed transform,
SP:IC(118), 2023, pp. 117014.
Elsevier DOI 2310
Segmentation, Watershed, Soccer, Classification, Line mark BibRef

Shi, Y.Z.[Yu-Zhi], Yamashita, T.[Takayoshi], Hirakawa, T.[Tsubasa], Fujiyoshi, H.[Hironobu], Nakazawa, M.[Mitsuru], Chae, Y.[Yeongnam], Stenger, B.[Björn],
Efficient Action Spotting Using Saliency Feature Weighting,
IEICE(E107-D), No. 1, January 2024, pp. 105-114.
WWW Link. 2401
BibRef

Shi, Y.Z.[Yu-Zhi], Minoura, H.[Hiroaki], Yamashita, T.[Takayoshi], Hirakawa, T.[Tsubasa], Fujiyoshi, H.[Hironobu], Nakazawa, M.[Mitsuru], Chae, Y.[Yeongnam], Stenger, B.[Björn],
Action Spotting in Soccer Videos Using Multiple Scene Encoders,
ICPR22(3183-3189)
IEEE DOI 2212
Semantics, Transformers, Feeds, Task analysis, Optimization, Sports BibRef

Li, R.[Runze], Bhanu, B.[Bir],
Energy-Motion Features Aggregation Network for Players' Fine-Grained Action Analysis in Soccer Videos,
CirSysVideo(34), No. 2, February 2024, pp. 955-972.
IEEE DOI 2402
Sports, Videos, Games, Annotations, Cameras, Semantics, Dribbling and shooting, player action analysis, sports analytics BibRef

Li, M.Z.[Ming-Zhe], Duan, Y.P.[Yi-Ping], Tao, X.M.[Xiao-Ming], Chen, C.W.[Chang-Wen],
OARNet: Object-Attribute-Relation Network for Predicting Soccer Events,
MultMed(26), 2024, pp. 9216-9227.
IEEE DOI 2409
Sports, Games, Feature extraction, Trajectory, Task analysis, Computational modeling, Visualization, graph neural network BibRef

Nonaka, N.[Naoki], Fujihira, R.[Ryo], Koshiba, T.[Toshiki], Maeda, A.[Akira], Seita, J.[Jun],
Rugby Scene Classification Enhanced by Vision Language Model,
CVSports24(3256-3266)
IEEE DOI 2410
Performance evaluation, Scene classification, Analytical models, Computational modeling, Prevention and mitigation, Vision language model BibRef


Capellera, G.[Guillem], Ferraz, L.[Luis], Rubio, A.[Antonio], Agudo, A.[Antonio], Moreno-Noguer, F.[Francesc],
Footbots: A Transformer-Based Architecture for Motion Prediction in Soccer,
ICIP24(2313-2319)
IEEE DOI Code:
WWW Link. 2411
Dynamics, Predictive models, Transformers, Trajectory, Decoding, Task analysis, Motion prediction, Signal forecasting, Transformer, Soccer BibRef

Held, J.[Jan], Itani, H.[Hani], Cioppa, A.[Anthony], Giancola, S.[Silvio], Ghanem, B.[Bernard], van Droogenbroeck, M.[Marc],
X-VARS: Introducing Explainability in Football Refereeing with Multi-Modal Large Language Models,
CVSports24(3267-3279)
IEEE DOI 2410
Costs, Video description, Large language models, Decision making, Oral communication, Games, Referee BibRef

Gutiérrez-Pérez, M.[Marc], Agudo, A.[Antonio],
No Bells, Just Whistles: Sports Field Registration by Leveraging Geometric Properties,
CVSports24(3325-3334)
IEEE DOI 2410
Solid modeling, Pipelines, Estimation, Focusing, Cameras, Calibration, SoccerNet, Camera Calibration, Homography, Broadcast BibRef

Somers, V.[Vladimir], Joos, V.[Victor], Cioppa, A.[Anthony], Giancola, S.[Silvio], Ghasemzadeh, S.A.[Seyed Abolfazl], Magera, F.[Floriane], Standaert, B.[Baptiste], Mansourian, A.M.[Amir M.], Zhou, X.[Xin], Kasaei, S.[Shohreh], Ghanem, B.[Bernard], Alahi, A.[Alexandre], van Droogenbroeck, M.[Marc], de Vleeschouwer, C.[Christophe],
SoccerNet Game State Reconstruction: End-to-End Athlete Tracking and Identification on a Minimap,
CVSports24(3293-3305)
IEEE DOI Code:
WWW Link. 2410
Measurement, Pipelines, Video sequences, Semantics, Games, Benchmark testing, Reconstruction algorithms, Sports, Soccer, SoccerNet-GSR BibRef

Leduc, A.[Arnaud], Cioppa, A.[Anthony], Giancola, S.[Silvio], Ghanem, B.[Bernard], van Droogenbroeck, M.[Marc],
SoccerNet-Depth: a Scalable Dataset for Monocular Depth Estimation in Sports Videos,
CVSports24(3280-3282)
IEEE DOI Code:
WWW Link. 2410
Graphics, Adaptation models, Video games, Video sequences, Estimation, Benchmark testing, Predictive models BibRef

Majeed, F.[Fahad], Gilal, N.U.[Nauman Ullah], Al-Thelaya, K.[Khaled], Yang, Y.[Yin], Agus, M.[Marco], Schneider, J.[Jens],
MV-Soccer: Motion-Vector Augmented Instance Segmentation for Soccer Player Tracking,
CVSports24(3245-3255)
IEEE DOI 2410
Instance segmentation, Training, Analytical models, Accuracy, Tracking, Vectors, Real-time systems, Artificial Intelligence BibRef

Yeung, C.[Calvin], Ide, K.[Kenjiro], Fujii, K.[Keisuke],
AutoSoccerPose: Automated 3D posture Analysis of Soccer Shot Movements,
CVSports24(3214-3224)
IEEE DOI Code:
WWW Link. 2410
Analytical models, Annotations, Computational modeling, Pose estimation, Spatiotemporal phenomena BibRef

Kaneko, T.[Takeshi], Kawakami, R.[Rei], Naemura, T.[Takeshi], Inoue, N.[Nakamasa],
Augmenting Pass Prediction via Imitation Learning in Soccer Simulations,
CVSports24(3194-3203)
IEEE DOI 2410
Training, Accuracy, Imitation learning, Supervised learning, Reinforcement learning, Predictive models, Data models, soccer, reinforcement learning BibRef

Zhang, Y.X.[Yi-Xiao], Li, B.H.[Bai-Hua], Fang, H.[Hui], Meng, Q.G.[Qing-Gang],
A Multi-Modal Transformer Approach for Football Event Classification,
ICIP23(2220-2224)
IEEE DOI 2312
BibRef

Held, J.[Jan], Cioppa, A.[Anthony], Giancola, S.[Silvio], Hamdi, A.[Abdullah], Ghanem, B.[Bernard], van Droogenbroeck, M.[Marc],
VARS: Video Assistant Referee System for Automated Soccer Decision Making from Multiple Views,
CVSports23(5086-5097)
IEEE DOI 2309
BibRef

Giancola, S.[Silvio], Cioppa, A.[Anthony], Georgieva, J.[Julia], Billingham, J.[Johsan], Serner, A.[Andreas], Peek, K.[Kerry], Ghanem, B.[Bernard], van Droogenbroeck, M.[Marc],
Towards Active Learning for Action Spotting in Association Football Videos,
CVSports23(5098-5108)
IEEE DOI 2309
BibRef

Mkhallati, H.[Hassan], Cioppa, A.[Anthony], Giancola, S.[Silvio], Ghanem, B.[Bernard], Droogenbroeck, M.V.[Marc Van],
SoccerNet-Caption: Dense Video Captioning for Soccer Broadcasts Commentaries,
CVSports23(5074-5085)
IEEE DOI 2309
BibRef

Boeker, M.[Matthias], Midoglu, C.[Cise],
Soccer Athlete Data Visualization and Analysis with an Interactive Dashboard,
MMMod23(I: 565-576).
Springer DOI 2304
BibRef

Soares, J.V.B.[João V. B.], Shah, A.[Avijit], Biswas, T.[Topojoy],
Temporally Precise Action Spotting in Soccer Videos Using Dense Detection Anchors,
ICIP22(2796-2800)
IEEE DOI 2211
Training, Location awareness, Computational modeling, Predictive models, Transformers, Minimization, Action detection, u-net BibRef

Vandeghen, R.[Renaud], Cioppa, A.[Anthony], van Droogenbroeck, M.[Marc],
Semi-Supervised Training to Improve Player and Ball Detection in Soccer,
CVSports22(3480-3489)
IEEE DOI 2210
Training, Adaptation models, Annotations, Benchmark testing, Data models, Proposals BibRef

Cioppa, A.[Anthony], Giancola, S.[Silvio], Deliège, A.[Adrien], Kang, L.[Le], Zhou, X.[Xin], Cheng, Z.Y.[Zhi-Yu], Ghanem, B.[Bernard], van Droogenbroeck, M.[Marc],
SoccerNet-Tracking: Multiple Object Tracking Dataset and Benchmark in Soccer Videos,
CVSports22(3490-3501)
IEEE DOI 2210
Training, Benchmark testing, Object tracking, Data mining, Sports BibRef

Honda, Y.[Yutaro], Kawakami, R.[Rei], Yoshihashi, R.[Ryota], Kato, K.[Kenta], Naemura, T.[Takeshi],
Pass Receiver Prediction in Soccer using Video and Players' Trajectories,
CVSports22(3502-3511)
IEEE DOI 2210
Visualization, Tracking, Pose estimation, Receivers, Predictive models, Feature extraction BibRef

Sarkar, S.[Saikat], Mukherjee, D.P.[Dipti Prasad], Chakrabarti, A.[Amlan],
Watch and Act: Dual Interacting Agents for Automatic Generation of Possession Statistics in Soccer,
CVSports22(3559-3567)
IEEE DOI 2210
Location awareness, Reinforcement learning, Games, Real-time systems BibRef

Scott, A.[Atom], Uchida, I.[Ikuma], Onishi, M.[Masaki], Kameda, Y.[Yoshinari], Fukui, K.[Kazuhiro], Fujii, K.[Keisuke],
SoccerTrack: A Dataset and Tracking Algorithm for Soccer with Fish-eye and Drone Videos,
CVSports22(3568-3578)
IEEE DOI 2210
Performance evaluation, Global navigation satellite system, Visualization, Codes, Tracking, Cameras BibRef

Gadde, C.A.[Chris Andrew], Jawahar, C.V.,
Transductive Weakly-Supervised Player Detection using Soccer Broadcast Videos,
WACV22(2141-2150)
IEEE DOI 2202
Heating systems, Adaptation models, Visualization, Computational modeling, Predictive models, Reliability, Semi- and Un- supervised Learning BibRef

Tahmasebzadeh, G.[Golsa], Springstein, M.[Matthias], Ewerth, R.[Ralph], Müller-Budack, E.[Eric],
Few-Shot Event Classification in Images using Knowledge Graphs for Prompting,
WACV24(7271-7280)
IEEE DOI 2404
Training, Social networking (online), Disasters, Training data, Knowledge graphs, Encyclopedias, Internet, Applications, Vision + language and/or other modalities BibRef

Theiner, J.[Jonas], Gritz, W.[Wolfgang], Müller-Budack, E.[Eric], Rein, R.[Robert], Memmert, D.[Daniel], Ewerth, R.[Ralph],
Extraction of Positional Player Data from Broadcast Soccer Videos,
WACV22(1463-1473)
IEEE DOI 2202
Training, Measurement, Pipelines, Estimation, Data mining, Video recording, Vision Systems and Applications BibRef

Giancola, S.[Silvio], Ghanem, B.[Bernard],
Temporally-Aware Feature Pooling for Action Spotting in Soccer Broadcasts,
CVSports21(4485-4494)
IEEE DOI 2109
Vocabulary, Roads, Semantics, Focusing, Games, Production BibRef

Deliège, A.[Adrien], Cioppa, A.[Anthony], Giancola, S.[Silvio], Seikavandi, M.J.[Meisam J.], Dueholm, J.V.[Jacob V.], Nasrollahi, K.[Kamal], Ghanem, B.[Bernard], Moeslund, T.B.[Thomas B.], van Droogenbroeck, M.[Marc],
SoccerNet-v2: A Dataset and Benchmarks for Holistic Understanding of Broadcast Soccer Videos,
CVSports21(4503-4514)
IEEE DOI 2109
Annotations, Grounding, Production, Benchmark testing, Cameras BibRef

Cioppa, A.[Anthony], Deliège, A.[Adrien], Magera, F.[Floriane], Giancola, S.[Silvio], Barnich, O.[Olivier], Ghanem, B.[Bernard], van Droogenbroeck, M.[Marc],
Camera Calibration and Player Localization in SoccerNet-v2 and Investigation of their Representations for Action Spotting,
CVSports21(4532-4541)
IEEE DOI 2109
Location awareness, Deep learning, Games, Tools, Cameras BibRef

Minoura, H.[Hiroaki], Hirakawa, T.[Tsubasa], Yamashita, T.[Takayoshi], Fujiyoshi, H.[Hironobu], Nakazawa, M.[Mitsuru], Chae, Y.[Yeongnam], Stenger, B.[Björn],
Action Spotting and Temporal Attention Analysis in Soccer Videos,
MVA21(1-6)
DOI Link 2109
Analytical models, Games, Predictive models, Task analysis, Sports BibRef

Chang, J.[Jing], Wang, W.R.[Wen-Rui], Chablat, D.[Damien], Bennis, F.[Fouad],
Evaluating the Risk of Muscle Injury in Football-Kicking Training with OpenSim,
DHM21(I:100-109).
Springer DOI 2108
BibRef

Tomei, M.[Matteo], Baraldi, L.[Lorenzo], Calderara, S.[Simone], Bronzin, S.[Simone], Cucchiara, R.[Rita],
RMS-Net: Regression and Masking for Soccer Event Spotting,
ICPR21(7699-7706)
IEEE DOI 2105
Training, Visualization, Feature extraction, Data models, Proposals, Task analysis BibRef

Sanabria, M.[Melissa], Precioso, F.[Frédéric], Menguy, T.[Thomas],
Hierarchical Multimodal Attention for Deep Video Summarization,
ICPR21(7977-7984)
IEEE DOI 2105
Learning systems, Fans, TV, Europe, Companies, Observers, Proposals, Event stream data, Soccer match data, Video Summarization, Sports Analytics BibRef

Morra, L.[Lia], Manigrasso, F.[Francesco], Canto, G.[Giuseppe], Gianfrate, C.[Claudio], Guarino, E.[Enrico], Lamberti, F.[Fabrizio],
Slicing and Dicing Soccer: Automatic Detection of Complex Events from Spatio-temporal Data,
ICIAR20(I:107-121).
Springer DOI 2007
BibRef

Arbués-Sangüesa, A., Martín, A., Fernández, J., Ballester, C., Haro, G.,
Using Player's Body-Orientation to Model Pass Feasibility in Soccer,
CVSports20(3875-3884)
IEEE DOI 2008
Receivers, Computational modeling, Measurement, Games, Estimation BibRef

Cioppa, A., Deliège, A., Giancola, S., Ghanem, B., van Droogenbroeck, M., Gade, R., Moeslund, T.B.,
A Context-Aware Loss Function for Action Spotting in Soccer Videos,
CVPR20(13123-13133)
IEEE DOI 2008
Videos, Games, Task analysis, Feature extraction, Encoding, Computer vision BibRef

Vanderplaetse, B., Dupont, S.,
Improved Soccer Action Spotting using both Audio and Video Streams,
CVSports20(3921-3931)
IEEE DOI 2008
Streaming media, Feature extraction, Games, Task analysis, Visualization, Neural networks BibRef

Sanford, R., Gorji, S., Hafemann, L.G., Pourbabaee, B., Javan, M.,
Group Activity Detection from Trajectory and Video Data in Soccer,
CVSports20(3932-3940)
IEEE DOI 2008
Trajectory, Feature extraction, Games, Activity recognition, Measurement BibRef

Barry, D., Shah, M., Keijsers, M., Khan, H., Hopman, B.,
xYOLO: A Model For Real-Time Object Detection In Humanoid Soccer On Low-End Hardware,
IVCNZ19(1-6)
IEEE DOI 2004
control engineering computing, convolutional neural nets, Object Detection, humanoid robots, mobile robots, object detection, robot vision, BibRef

Fani, M., Vats, K., Dulhanty, C., Clausi, D.A., Zelek, J.,
Pose-Projected Action Recognition Hourglass Network (PARHN) in Soccer,
CRV19(201-208)
IEEE DOI 1908
Robots, pose projection, action recognition, ZCA whitening, soccer video analytics BibRef

Domingues, J.[José], Lopes, B.[Bernardo], Mihaylova, P.[Petya], Georgieva, P.[Petia],
Incremental Learning for Football Match Outcomes Prediction,
IbPRIA19(II:217-228).
Springer DOI 1910
BibRef

Kazi Tani, L.F., Ghomari, A., Kazi Tani, M.Y.,
Events Recognition for a Semi-automatic Annotation of Soccer Videos: A Study Based Deep Learning,
PIA19(135-141).
DOI Link 1912
BibRef

Stein, M.[Manuel], Seebacher, D.[Daniel], Karge, T.[Tassilo], Polk, T.[Tom], Grossniklaus, M.[Michael], Keim, D.A.[Daniel A.],
From Movement to Events: Improving Soccer Match Annotations,
MMMod19(I:130-142).
Springer DOI 1901
BibRef

Li, C.Y.[Chun-Yang], Jia, C.Y.[Cai-Yan], Chen, Z.N.[Zhi-Neng], Gu, X.Y.[Xiao-Yan], Bao, H.Y.[Hong-Yun],
psDirector: An Automatic Director for Watching View Generation from Panoramic Soccer Video,
MMMod19(II:218-230).
Springer DOI 1901
BibRef

Yu, J.Q.[Jun-Qing], Lei, A.[Aiping], Hu, Y.[Yangliu],
Soccer Video Event Detection Based on Deep Learning,
MMMod19(II:377-389).
Springer DOI 1901
BibRef

Cioppa, A., Deliège, A., van Droogenbroeck, M.,
A Bottom-Up Approach Based on Semantics for the Interpretation of the Main Camera Stream in Soccer Games,
CVSports18(1846-184609)
IEEE DOI 1812
Semantics, Games, Sports, Feature extraction, Image segmentation, Histograms, Cameras, semantic segmentation, soccer analysis, deep learning BibRef

Rematas, K., Kemelmacher-Shlizerman, I., Curless, B.L., Seitz, S.M.,
Soccer on Your Tabletop,
CVPR18(4738-4747)
IEEE DOI 1812
Games, Sports, Cameras, Estimation, Image reconstruction, Shape BibRef

Hong, Y., Ling, C., Ye, Z.,
End-to-end soccer video scene and event classification with deep transfer learning,
ISCV18(1-4)
IEEE DOI 1807
feature extraction, feedforward neural nets, image classification, learning (artificial intelligence), sport, CNN BibRef

Vyas, A.[Anirudh], Gaikwad, S.[Sangram], Chattopadhyay, C.[Chiranjoy],
A Graphical Model for Football Story Snippet Synthesis from Large Scale Commentary,
PReMI17(480-485).
Springer DOI 1711
BibRef

Tsunoda, T., Komori, Y., Matsugu, M., Harada, T.,
Football Action Recognition Using Hierarchical LSTM,
CVSports17(155-163)
IEEE DOI 1709
Activity recognition, Cameras, Feature extraction, Games, Logic gates, Switches, Videos BibRef

Murthy, O.V.R.[O.V. Ramana], Goecke, R.[Roland],
Injury Mechanism Classification in Soccer Videos,
CVSports15(774-779)
IEEE DOI 1602
Cameras; Foot; Games; Injuries; Training; Trajectory; Videos
See also Ordered trajectories for human action recognition with large number of classes. BibRef

Chen, S.[Sheng], Feng, Z.Y.[Zhong-Yuan], Lu, Q.K.[Qing-Kai], Mahasseni, B.[Behrooz], Fiez, T.[Trevor], Fern, A.[Alan], Todorovic, S.[Sinisa],
Play type recognition in real-world football video,
WACV14(652-659)
IEEE DOI 1406
Cameras BibRef

Iwatsuki, A., Hirayama, T., Mase, K.,
Analysis of Soccer Coach's Eye Gaze Behavior,
ACPR13(793-797)
IEEE DOI 1408
behavioural sciences computing BibRef

Giancola, S., Amine, M., Dghaily, T., Ghanem, B.,
SoccerNet: A Scalable Dataset for Action Spotting in Soccer Videos,
CVSports18(1792-179210)
IEEE DOI 1812
Videos, Sports, Task analysis, Games, Benchmark testing, Focusing, Feature extraction BibRef

Kazemi, V.[Vahid], Burenius, M.[Magnus], Azizpour, H.[Hossein], Sullivan, J.[Josephine],
Multi-view Body Part Recognition with Random Forests,
BMVC13(Keynote 2).
DOI Link 1402
BibRef

Kazemi, V.[Vahid], Sullivan, J.[Josephine],
Using Richer Models for Articulated Pose Estimation of Footballers,
BMVC12(6).
DOI Link 1301
BibRef

Junior, W.A.G.[Waldez Azevedo Gomes], Borges, D.L.[Díbio Leandro],
An Algorithm for Highlights Identification and Summarization of Broadcast Soccer Videos,
CIARP12(862-869).
Springer DOI 1209
BibRef

Swears, E.[Eran], Hoogs, A.J.[Anthony J.],
Learning and recognizing complex multi-agent activities with applications to american football plays,
WACV12(409-416).
IEEE DOI 1203
BibRef

Wei, X.Y.[Xin-Yu], Sha, L.[Long], Lucey, P., Morgan, S.[Stuart], Sridharan, S.[Sridha],
Large-Scale Analysis of Formations in Soccer,
DICTA13(1-8)
IEEE DOI 1402
decision trees BibRef

Yang, M.[Maying], Jia, Y.[Yubo],
Action utility prediction and role task allocation in robot soccer system,
ICARCV12(112-117).
IEEE DOI 1304
BibRef

Itoh, H.[Hiroki], Takiguchi, T.[Tetsuya], Ariki, Y.[Yasuo],
3D tracking of soccer players using time-situation graph in monocular image sequence,
ICPR12(2532-2536).
WWW Link. 1302
BibRef

de Sousa, S.F.[Samuel F.], de Albuquerque Araújo, A.[Arnaldo], Menotti, D.[David],
An overview of automatic event detection in soccer matches,
WACV11(31-38).
IEEE DOI 1101
BibRef

Ngo, V.A.[Viet-Anh], Cai, J.F.[Jian-Fei],
Converting 2D soccer video to 3D cartoon,
ICARCV08(103-107).
IEEE DOI 1109
BibRef

Poppe, C., Bruyne, S.D., Verstockt, S., van de Walle, R.,
Multi-Camera Analysis of Soccer Sequences,
AVSS10(26-31).
IEEE DOI 1009
BibRef

Park, K.J.[Kyoung-Jin], Yilmaz, A.[Alper],
Social Network Approach to Analysis of Soccer Game,
ICPR10(3935-3938).
IEEE DOI 1008
BibRef

Launila, A.[Andreas], Sullivan, J.[Josephine],
Contextual Features for Head Pose Estimation in Football Games,
ICPR10(340-343).
IEEE DOI 1008
BibRef

Li, R.N.[Ruo-Nan], Chellappa, R.[Rama],
Recognizing offensive strategies from football videos,
ICIP10(4585-4588).
IEEE DOI 1009
BibRef

Mackowiak, S.[Slawomir], Konieczny, J.[Jacek], Kurc, M.[Maciej], Mackowiak, P.[Przemyslaw],
Football Player Detection in Video Broadcast,
ICCVG10(II: 118-125).
Springer DOI 1009
BibRef

Eldib, M.Y.[Mohamed Y.], Zaid, B.S.A.[Bassam S. Abou], Zawbaa, H.M.[Hossam M.], El-Zahar, M.[Mohamed], El-Saban, M.[Motaz],
Soccer video summarization using enhanced logo detection,
ICIP09(4345-4348).
IEEE DOI 0911
BibRef

Jain, N.[Nisha], Chaudhury, S.[Santanu], Roy, S.D.[Sumantra Dutta], Mukherjee, P.[Prasenjit], Seal, K.[Krishanu], Talluri, K.[Kumar],
A Novel Learning-Based Framework for Detecting Interesting Events in Soccer Videos,
ICCVGIP08(119-125).
IEEE DOI 0812
BibRef

Bebie, T., Bieri, H.,
SoccerMan-reconstructing soccer games from video sequences,
ICIP98(I: 898-902).
IEEE DOI 9810
BibRef

Kong, Y.[Yu], Hu, W.M.[Wei-Ming], Zhang, X.Q.[Xiao-Qin], Wang, H.Z.[Han-Zi], Jia, Y.D.[Yun-De],
Learning Group Activity in Soccer Videos from Local Motion,
ACCV09(I: 103-112).
Springer DOI 0909
BibRef

Makar, M.[Mina], Mavlankar, A.[Aditya], Agrawal, P.[Piyush], Girod, B.[Bernd],
Real-time video streaming with interactive region-of-interest,
ICIP10(4437-4440).
IEEE DOI 1009
BibRef

Mavlankar, A.[Aditya], Girod, B.[Bernd],
Pre-fetching based on video analysis for interactive region-of-interest streaming of soccer sequences,
ICIP09(3061-3064).
IEEE DOI 0911
BibRef

d'Orazio, T., Leo, M., Mosca, N., Spagnolo, P., Mazzeo, P.L.,
A Semi-automatic System for Ground Truth Generation of Soccer Video Sequences,
AVSBS09(559-564).
IEEE DOI 0909
BibRef

Kasuya, N.[Nozomu], Kitahara, I.[Itaru], Kameda, Y.[Yoshinari], Ohta, Y.[Yuichi],
Robust trajectory estimation of soccer players by using two cameras,
ICPR08(1-4).
IEEE DOI 0812
BibRef

Nunez, J.R., Facon, J., de Souza Britto, A.,
Soccer video segmentation: Referee and player detection,
WSSIP08(279-282).
IEEE DOI 0806
BibRef

Bailey, D., Gupta, G.S.,
Automatic Estimation of Camera Position in Robot Soccer,
IMVIP08(91-96).
IEEE DOI 0809
BibRef

Miller, N.[Nicholas], Mann, R.[Richard],
Detecting Hand-Ball Events in Video Sequences,
CRV08(139-146).
IEEE DOI 0805
BibRef

Ayanegui, H.[Huberto], Ramos, F.[Fernando],
Recognizing Patterns of Dynamic Behaviors Based on Multiple Relations in Soccer Robotics Domain,
PReMI07(33-40).
Springer DOI 0712
BibRef

Spagnolo, P., Mosca, N., Nitti, M., Distante, A.,
An Unsupervised Approach for Segmentation and Clustering of Soccer Players,
IMVIP07(133-142).
IEEE DOI 0709
BibRef

Mavromatis, S.[Sébastien], Dias, P.[Paulo], Sequeira, J.[Jean],
3D Reconstruction of Soccer Sequences Using Non-calibrated Video Cameras,
ICIAR07(1254-1264).
Springer DOI 0708
BibRef

Le Troter, A.[Arnaud], Mavromatis, S.[Sebastien], Sequeira, J.[Jean],
Soccer Field Detection in Video Images Using Color and Spatial Coherence,
ICIAR04(II: 265-272).
Springer DOI 0409
BibRef

Uegaki, N.[Naoki], Izumi, M.[Masao], Fukunaga, K.[Kunio],
Multimodal Automatic Indexing for Broadcast Soccer Video,
SCIA05(802-809).
Springer DOI 0506
BibRef

Jin, G.Y.[Guo-Ying], Tao, L.M.[Lin-Mi], Xu, G.Y.[Guang-You],
Hidden Markov Model Based Events Detection in Soccer Video,
ICIAR04(I: 605-612).
Springer DOI 0409
BibRef

Barceló, L.[Lluis], Binefa, X.[Xavier],
Contextual Soccer Detection Using Mosaicing Techniques,
IbPRIA05(I:77).
Springer DOI 0509
BibRef

Chen, J.Y.[Jian-Yun], Li, Y.H.[Yun-Hao], Lao, S.Y.[Song-Yang], Wu, L.D.[Ling-Da], Bai, L.[Liang],
Structuring Soccer Video Based on Audio Classification and Segmentation Using Hidden Markov Model,
CIVR04(98).
Springer DOI 0505
BibRef

Baillie, M.[Mark], Jose, J.M.[Joemon M.], van Rijsbergen, C.J.[Cornelis J.],
HMM Model Selection Issues for Soccer Video,
CIVR04(70-78).
Springer DOI 0505
BibRef

Wang, F.[Fei], Ma, Y.F.[Yu-Fei], Zhang, H.J.[Hong-Jiang], Li, J.T.[Jin-Tao],
Dynamic bayesian network based event detection for soccer highlight extraction,
ICIP04(I: 633-636).
IEEE DOI 0505
BibRef

Sugano, M., Uemura, K., Nakajima, Y., Yanagihara, H.,
High-level soccer indexing on low-level feature space,
ICIP04(III: 1625-1628).
IEEE DOI 0505
BibRef

Kang, Y.L.[Yu-Lin], Lim, J.H.[Joo-Hwee], Kankanhalli, M.S., Xu, C.S.[Chang-Sheng], Tian, Q.[Qi],
Goal detection in soccer video using audio/visual keywords,
ICIP04(III: 1629-1632).
IEEE DOI 0505
BibRef

Kang, Y.L.[Yu-Lin], Lim, J.H.[Joo-Hwee], Tian, Q.[Qi], Kankanhalli, M.S., Xu, C.S.[Chang-Sheng],
Visual keywords labeling in soccer video,
ICPR04(III: 850-853).
IEEE DOI 0409
BibRef

Wan, K.W.[Kong-Wah], Xu, C.S.[Chang-Sheng],
Efficient multimodal features for automatic soccer highlight generation,
ICPR04(III: 973-976).
IEEE DOI 0409
BibRef

Efros, A.A., Berg, A.C., Mori, G., Malik, J.,
Recognizing action at a distance,
ICCV03(726-733).
IEEE DOI 0311
Award, Helmholtz Prize. E.g. televised soccer. People are 30 pixels. BibRef

Taki, T.[Tsuyoshi], Hasegawa, J.I.[Jun-Ichi], Fukumura, T.[Teruo],
Group Motion Features for Teamwork Evaluation and its Application to Soccer Games,
ICPR98(SA21). 9808
Not online. BibRef

Matsui, K.[Kentaro], Iwase, M.[Masaki], Agata, M.[Masato], Tanaka, T.[Toshimitsu], Ohnishi, N.[Noboru],
Soccer Image Sequence Computed by a Virtual Camera,
CVPR98(860-865).
IEEE DOI Get a new view from the TV image, computing the plane of the field. BibRef 9800

Andre, E., Herzog, G., Rist, T.,
On The Simultaneous Interpretation of Real World Image Sequences and Their Natural Language Description: The System Soccer,
ECAI88(449-454). Munich, Germany. BibRef 8800

Taki, T., Hasegawa, J., Fukumura, T.,
Development of motion analysis system for quantitative evaluation of teamwork in soccer games,
ICIP96(III: 815-818).
IEEE DOI 9610
BibRef

Chapter on Motion -- Human Motion, Surveillance, Tracking, Surveillance, Activities continues in
Baseball, Cricket, Tracking, Desctiptions, Analysis .


Last update:Nov 26, 2024 at 16:40:19