17.1.3.6.14 Human Action Recognition in Still Images, Single Images

Chapter Contents (Back)
Action Recognition. Human Actions. Single Image. Still Image.
See also Human Action Recognition and Detection Using Human Pose.

Khan, F.S.[Fahad Shahbaz], Anwer, R.M.[Rao Muhammad], van de Weijer, J.[Joost], Bagdanov, A.D.[Andrew D.], Lopez, A.M.[Antonio M.], Felsberg, M.[Michael],
Coloring Action Recognition in Still Images,
IJCV(105), No. 3, December 2013, pp. 205-221.
Springer DOI 1309
From static images. Shape cues and color. BibRef

Guo, G.D.[Guo-Dong], Lai, A.[Alice],
A survey on still image based human action recognition,
PR(47), No. 10, 2014, pp. 3343-3361.
Elsevier DOI 1406
Survey, Action Recognition. Action recognition BibRef

Cheema, M.S.[Muhammad Shahzad], Eweiwi, A.[Abdalrahman], Bauckhage, C.[Christian],
Human activity recognition by separating style and content,
PRL(50), No. 1, 2014, pp. 130-138.
Elsevier DOI 1410
BibRef
Earlier:
Who is doing what? Simultaneous recognition of actions and actors,
ICIP12(749-752).
IEEE DOI 1302
Action recognition BibRef

Cheema, M.S.[Muhammad Shahzad], Eweiwi, A.[Abdalrahman], Bauckhage, C.[Christian],
Gait recognition by learning distributed key poses,
ICIP12(1393-1396).
IEEE DOI 1302
BibRef

Liu, A., Su, Y., Jia, P., Gao, Z., Hao, T., Yang, Z.,
Multipe/Single-View Human Action Recognition via Part-Induced Multitask Structural Learning,
Cyber(45), No. 6, June 2015, pp. 1194-1208.
IEEE DOI 1506
Correlation BibRef

Eweiwi, A.[Abdalrahman], Cheema, M.S.[Muhammad Shahzad], Bauckhage, C.[Christian],
Action recognition in still images by learning spatial interest regions from videos,
PRL(51), No. 1, 2015, pp. 8-15.
Elsevier DOI 1412
BibRef
Earlier: A2, A1, A3:
A Stochastic Late Fusion Approach to Human Action Recognition in Unconstrained Images and Videos,
GCPR14(616-628).
Springer DOI 1411
BibRef
Earlier: A1, A2, A3:
Discriminative Joint Non-negative Matrix Factorization for Human Action Classification,
GCPR13(61-70).
Springer DOI 1311
Action recognition BibRef

Eweiwi, A.[Abdalrahman], Cheema, M.S.[Muhammed S.], Bauckhage, C.[Christian], Gall, J.[Juergen],
Efficient Pose-Based Action Recognition,
ACCV14(V: 428-443).
Springer DOI 1504
BibRef

Cheema, M.S.[Muhammad Shahzad], Eweiwi, A.[Abdalrahman], Thurau, C.[Christian], Bauckhage, C.[Christian],
Action recognition by learning discriminative key poses,
PEAction11(1302-1309).
IEEE DOI 1201
BibRef
And: A2, A1, A3, A4:
Temporal key poses for human action recognition,
PEAction11(1310-1317).
IEEE DOI 1201
BibRef

Zhang, Y., Cheng, L., Wu, J., Cai, J., Do, M.N., Lu, J.,
Action Recognition in Still Images With Minimum Annotation Efforts,
IP(25), No. 11, November 2016, pp. 5479-5490.
IEEE DOI 1610
Detectors BibRef

Zhang, L.[Lei], Li, C.X.[Chang-Xi], Peng, P.P.[Pei-Pei], Xiang, X.Z.[Xue-Zhi], Song, J.K.[Jing-Kuan],
Towards optimal VLAD for human action recognition from still images,
IVC(55, Part 2), No. 1, 2016, pp. 53-63.
Elsevier DOI 1612
VLAD BibRef

Yan, S.Y.[Shi-Yang], Smith, J.S.[Jeremy S.], Zhang, B.L.[Bai-Ling],
Action Recognition from Still Images Based on Deep VLAD Spatial Pyramids,
SP:IC(54), No. 1, 2017, pp. 118-129.
Elsevier DOI 1704
BibRef
And:
Attributes and Action Recognition Based on Convolutional Neural Networks and Spatial Pyramid VLAD Encoding,
BEST16(III: 500-514).
Springer DOI 1704
Actions BibRef

Yan, S.Y.[Shi-Yang], Smith, J.S.[Jeremy S.], Lu, W.J.[Wen-Jin], Zhang, B.L.[Bai-Ling],
Hierarchical Multi-scale Attention Networks for action recognition,
SP:IC(61), No. 1, 2018, pp. 73-84.
Elsevier DOI 1801
Action recognition BibRef

Sharma, G.[Gaurav], Jurie, F.[Frederic], Schmid, C.[Cordelia],
Expanded Parts Model for Semantic Description of Humans in Still Images,
PAMI(39), No. 1, January 2017, pp. 87-101.
IEEE DOI 1612
BibRef
Earlier:
Expanded Parts Model for Human Attribute and Action Recognition in Still Images,
CVPR13(652-659)
IEEE DOI 1309
Analytical models. attributes
See also EPML: Expanded Parts Based Metric Learning for Occlusion Robust Face Verification. BibRef

Zhao, Z.C.[Zhi-Chen], Ma, H.M.[Hui-Min], Chen, X.Z.[Xiao-Zhi],
Generalized symmetric pair model for action classification in still images,
PR(64), No. 1, 2017, pp. 347-360.
Elsevier DOI 1701
Generalized symmetry BibRef

Vieira, T.[Thales], Faugeroux, R.[Romain], Martínez, D.[Dimas], Lewiner, T.[Thomas],
Online human moves recognition through discriminative key poses and speed-aware action graphs,
MVA(28), No. 1-2, February 2017, pp. 185-200.
Springer DOI 1702
BibRef

Wang, J., Wang, G.,
Hierarchical Spatial Sum-Product Networks for Action Recognition in Still Images,
CirSysVideo(28), No. 1, January 2018, pp. 90-100.
IEEE DOI 1801
Computational modeling, Correlation, Feature extraction, Image recognition, Robustness, Videos, sum-product networks (SPNs) BibRef

Herath, S.[Samitha], Fernando, B.[Basura], Harandi, M.[Mehrtash],
Using temporal information for recognizing actions from still images,
PR(96), 2019, pp. 106989.
Elsevier DOI 1909
Still image action recognition, Two-stream, Optical-flow, Dynamic-images BibRef

Xue, F.[Fan], Li, X.[Xiao], Lu, W.S.[Wei-Sheng], Webster, C.J.[Christopher J.], Chen, Z.[Zhe], Lin, L.W.[Lv-Wen],
Big Data-Driven Pedestrian Analytics: Unsupervised Clustering and Relational Query Based on Tencent Street View Photographs,
IJGI(10), No. 8, 2021, pp. xx-yy.
DOI Link 2108
From 500,000+ images. BibRef

Dong, J.[Jian], Yang, W.K.[Wan-Kou], Yao, Y.Z.[Ya-Zhou], Porikli, F.M.[Fatih M.],
Knowledge memorization and generation for action recognition in still images,
PR(120), 2021, pp. 108188.
Elsevier DOI 2109
Action recognition, Deep learning, Knowledge-transfer BibRef

Niu, L.[Li], Huang, S.Y.[Sheng-Yuan], Zhao, X.[Xing], Kang, L.W.[Li-Wei], Zhang, Y.[Yiyi], Zhang, L.Q.[Li-Qing],
Hallucinating uncertain motion and future for static image action recognition,
CVIU(215), 2022, pp. 103337.
Elsevier DOI 2201
Action recognition, Unlabeled videos, Motion feature, Future feature BibRef

Goyal, G.[Gaurvi], Noceti, N.[Nicoletta], Odone, F.[Francesca],
Cross-view action recognition with small-scale datasets,
IVC(120), 2022, pp. 104403.
Elsevier DOI 2204
Cross-view action recognition, Pre-trained deep features, Transfer learning, Multiview action recognition BibRef

Goyal, G.[Gaurvi], Noceti, N.[Nicoletta], Odone, F.[Francesca],
Single View Learning in Action Recognition,
ICPR21(3690-3697)
IEEE DOI 2105
Training, Deep learning, Pipelines, Data acquisition, Training data, Pattern recognition, Knowledge transfer BibRef

Bas, C.[Cagdas], Ikizler-Cinbis, N.[Nazli],
Top-down and bottom-up attentional multiple instance learning for still image action recognition,
SP:IC(104), 2022, pp. 116664.
Elsevier DOI 2204
Still image action recognition, Multiple instance learning, Attention BibRef

Kumawat, S.[Sudhakar], Okawara, T.[Tadashi], Yoshida, M.[Michitaka], Nagahara, H.[Hajime], Yagi, Y.S.[Yasu-Shi],
Action Recognition From a Single Coded Image,
PAMI(45), No. 4, April 2023, pp. 4109-4121.
IEEE DOI 2303
Image recognition, Videos, Image reconstruction, Cameras, Sensors, Task analysis, Computational modeling, Action recognition, knowledge distillation BibRef


Wang, J.W.[Jie-Wen], Liang, S.[Shuang],
Pose-Enhanced Relation Feature for Action Recognition in Still Images,
MMMod22(I:154-165).
Springer DOI 2203
BibRef

Song, S.Y.[Si-Yang], Sanchez, E.[Enrique], Shen, L.L.[Lin-Lin], Valstar, M.[Michel],
Self-supervised learning of Dynamic Representations for Static Images,
ICPR21(1619-1626)
IEEE DOI 2105
Training, Face recognition, Estimation, Bidirectional control, Task analysis BibRef

Li, R.[Runze], Bhanu, B.[Bir],
The Role of Cycle Consistency for Generating Better Human Action Videos from a Single Frame,
ICPR21(1513-1520)
IEEE DOI 2105
Semantics, Generators, Pattern recognition, Videos, Sports BibRef

Papadopoulos, K., Ghorbel, E., Oyedotun, O., Aouada, D., Ottersten, B.,
DeepVI: A Novel Framework for Learning Deep View-Invariant Human Action Representations using a Single RGB Camera,
FG20(138-145)
IEEE DOI 2102
Skeleton, Feature extraction, Cameras, Trajectory, Pose estimation BibRef

Park, J.S.[Jae Sung], Bhagavatula, C.[Chandra], Mottaghi, R.[Roozbeh], Farhadi, A.[Ali], Choi, Y.[Yejin],
Visualcomet: Reasoning About the Dynamic Context of a Still Image,
ECCV20(V:508-524).
Springer DOI 2011
BibRef

Girish, D., Singh, V., Ralescu, A.,
Understanding action recognition in still images,
CICV20(1523-1529)
IEEE DOI 2008
Image recognition, Feature extraction, Shape, Task analysis, Pattern recognition, Search problems BibRef

Liu, S.[Si], Wang, C.H.[Chang-Hu], Qian, R.H.[Rui-He], Yu, H.[Han], Bao, R.[Renda], Sun, Y.[Yao],
Surveillance Video Parsing with Single Frame Supervision,
CVPR17(1013-1021)
IEEE DOI 1711
Estimation, Image segmentation, Optical imaging, Semantics, Surveillance, Testing, Training One labelled frame in the video. BibRef

Liu, L.[Lu], Tan, R.T.[Robby T.], You, S.D.[Shao-Di],
Loss Guided Activation for Action Recognition in Still Images,
ACCV18(V:152-167).
Springer DOI 1906
BibRef

Lohit, S., Bansal, A., Shroff, N., Pillai, J., Turaga, P., Chellappa, R.,
Predicting Dynamical Evolution of Human Activities from a Single Image,
Diff-CVML18(496-49609)
IEEE DOI 1812
Dynamics, Motion segmentation, Trajectory, Uncertainty, Training, Activity recognition, Computational modeling BibRef

Gao, R., Xiong, B., Grauman, K.,
Im2Flow: Motion Hallucination from Static Images for Action Recognition,
CVPR18(5937-5947)
IEEE DOI 1812
Videos, Optical imaging, Image recognition, Dynamics, Visualization, Encoding, Training BibRef

Balouchian, P.[Pooyan], Safaei, M.[Marjaneh], Foroosh, H.[Hassan],
LUCFER: A Large-Scale Context-Sensitive Image Dataset for Deep Learning of Visual Emotions,
WACV19(1645-1654)
IEEE DOI 1904
BibRef
Earlier: A2, A1, A3:
TICNN: A Hierarchical Deep Learning Framework for Still Image Action Recognition Using Temporal Image Prediction,
ICIP18(3463-3467)
IEEE DOI 1809
still image action recognition. data mining, emotion recognition, image classification, image retrieval, learning (artificial intelligence), Task analysis. Videos, Image recognition, Predictive models, Training, Skeleton, Image segmentation, Tensor decomposition, BibRef

Zhao, Z., Ma, H., You, S.,
Single Image Action Recognition Using Semantic Body Part Actions,
ICCV17(3411-3419)
IEEE DOI 1802
feature extraction, image recognition, image segmentation, semantic networks, PASCAL VOC 2012, Stanford-40, Torso BibRef

Roy, A.[Abhinaba], Banerjee, B.[Biplab], Murino, V.[Vittorio],
Discriminative Dictionary Design for Action Classification in Still Images,
CIAP17(II:160-170).
Springer DOI 1711
BibRef

Chao, Y.W., Yang, J., Price, B., Cohen, S., Deng, J.,
Forecasting Human Dynamics from Static Images,
CVPR17(3643-3651)
IEEE DOI 1711
Decoding, Forecasting, Heating systems, Pose estimation, Skeleton BibRef

Sharma, K., Kumar, A.C., Bhandarkar, S.M.[Suchendra M.],
Action Recognition in Still Images Using Word Embeddings from Natural Language Descriptions,
HAAHDC17(58-66)
IEEE DOI 1609
image motion analysis, natural language processing, object detection, NLP-based approaches, action detection, natural language descriptions, natural language processing, object-verb-object triplet models, still images, top object detection, training, verb detection, visual action detectors, word embeddings, word2vec, Context, Detectors, Feature extraction, Image recognition, Reliability, Training, Visualization, Object-Verb-Object triplet model, action recognition, natural language processing, word2vec, model BibRef

Favorskaya, M., Novikov, D., Savitskaya, Y.,
Human Action Poselets Estimation Via Color G-Surf in Still Images,
PTVSBB15(51-58).
DOI Link 1508
BibRef

Shi, D.F.[Ding-Feng], Zhong, Y.J.[Yu-Jie], Cao, Q.[Qiong], Zhang, J.[Jing], Ma, L.[Lin], Li, J.[Jia], Tao, D.C.[Da-Cheng],
ReAct: Temporal Action Detection with Relational Queries,
ECCV22(X:105-121).
Springer DOI 2211
BibRef

Guan, N.Y.[Nai-Yang], Tao, D.C.[Da-Cheng], Lan, L.[Long], Luo, Z.G.[Zhi-Gang], Yang, X.J.[Xue-Jun],
Activity Recognition in Still Images with Transductive Non-negative Matrix Factorization,
VECTaR14(802-817).
Springer DOI 1504
BibRef

Zheng, Y.[Yin], Zhang, Y.J.[Yu-Jin], Li, X.[Xue], Liu, B.D.[Bao-Di],
Action recognition in still images using a combination of human pose and context information,
ICIP12(785-788).
IEEE DOI 1302
BibRef

Delaitre, V.[Vincent], Laptev, I.[Ivan], Sivic, J.[Josef],
Recognizing human actions in still images: A study of bag-of-features and part-based representations,
BMVC10(xx-yy).
HTML Version. 1009
BibRef

Ullah, M.M.[Muhammad Muneeb], Parizi, S.N.[Sobhan Naderi], Laptev, I.[Ivan],
Improving Bag-of-features Action Recognition with Non-local Cues,
BMVC10(xx-yy).
HTML Version. 1009
BibRef

Yang, W.L.[Wei-Long], Wang, Y.[Yang], Mori, G.[Greg],
Recognizing human actions from still images with latent poses,
CVPR10(2030-2037).
IEEE DOI 1006
BibRef
And:
Efficient Human Action Detection Using a Transferable Distance Function,
ACCV09(II: 417-426).
Springer DOI 0909
BibRef
Earlier:
Human action recognition from a single clip per action,
MLMotion09(482-489).
IEEE DOI 0910
BibRef

Thurau, C.[Christian], Hlavac, V.[Vaclav],
Pose primitive based human action recognition in videos or still images,
CVPR08(1-8).
IEEE DOI 0806
BibRef

Chapter on Motion -- Human Motion, Surveillance, Tracking, Surveillance, Activities continues in
Human Action Recognition and Detection Using Human Pose .


Last update:Mar 16, 2024 at 20:36:19