Recognition

We have done extensive work on recognition in images and videos, including multi-label image classification and event detection in video.

Recognition

Relevant papers

N. Nayman, A. Golbert, A. Noy, L. Zelnik-Manor, Diverse Imagenet Models Transfer Better, WACV’2024, (Arxiv Paper)

T. Glaser, E. Ben Baruch, G. Sharir, N. Zamir, A. Noy, L. Zelnik-Manor PETA: Photo Albums Event Recognition using Transformers Attention ICPR’2022 (arxiv)

E. Ben-Baruch, T. Ridnik, I. Friedman, A. Ben-Cohen, N. Zamir, A. Noy, L. Zelnik-Manor Multi-label Classification with Partial Annotations using Class-aware Selective Loss, CVPR’2022 (arxiv, github)

T. Ridnik, E. Ben-Baruch, A. Noy, L. Zelnik-Manor ImageNet-21K Pretraining for the Masses, NeurIPS’2021 (Datasets and Benchmarks Track). (arxiv, github)

A. Ben-Cohen, N. Zamir, E. Ben Baruch, I. Friedman, L. Zelnik-Manor Semantic Diversity Learning for Zero-Shot Multi-label Classification, ICCV’2021 (oral). (arxiv, github)

E. Ben-Baruch, T. Ridnik, N. Zamir, A. Noy, I. Friedman, M. Protter, L. Zelnik-Manor Asymmetric Loss For Multi-Label Classification, ICCV’2021. (arxiv, github)

G. Sharir, A. Noy, L. Zelnik-Manor An Image is Worth 16×16 Words, What is a Video Worth?, Arxiv. (arxiv, github)

A. Markovitz, G. Sharir, I. Friedman, L. Zelnik-Manor, S. Avidan, Graph Embedded Pose Clustering for Anomaly Detection, CVPR’2020. (arxiv)

H. Lawen, A. Ben-Cohen, M. Protter, I. Friedman, L. Zelnik-Manor, Attention Network Robustification for Person ReID, ICMR’2020. (arxiv)

R. Margolin, L. Zelnik-Manor, and A. Tal, OTC: A Novel Local Descriptor for Scene Classification, ECCV’2014 (pdf, Project page)

I. Friedman and L. Zelnik-Manor, Icon Scanning: Detection and Recognition, CVPR’2012. (pdf, Project page)
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I. Friedman and L. Zelnik-Manor, Dancing Icons Detection, The Second IEEE International Workshop on Mobile Vision, 2011. (pdf)

T. Glaser and L. Zelnik-Manor, Incorporating Temporal Context in Bag-of-Words Models, VECTaR’11; The 3rd IEEE Workshop on Video Event Categorization, Tagging and Retrieval for Real-World Applications, 2011. (pdf)

S. Zanetti, L. Zelnik-Manor, P. Perona, A walk through the web’s video clips, The First IEEE Workshop on Internet Vision, in Computer Vision and Pattern Recognition (CVPR’08), Jun. 2008 (pdf)

L. Zelnik-Manor and M.Irani, Statistical Analysis of Dynamic Actions, IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), 28(9): 1530–1535, September 2006. (pdf)

C. Fanti, L. Zelnik-Manor and P. Perona, Hybrid Models for Human Motion Recognition, IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Vol. 1, pp. 1166-1173, June 2005 (CVPR’2005). (pdf)

L. Zelnik-Manor and M. Irani, Event-Based Analysis of Video, IEEE Conference on Computer Vision and Pattern Recognition, December 2001 (CVPR’2001). (pdf)