Search Results for author: Mihir Jain

Found 16 papers, 2 papers with code

Lung Diseases Image Segmentation using Faster R-CNNs

no code implementations10 Sep 2023 Mihir Jain

The regional proposal loss and classification loss assess model performance during training and classification phases.

Image Segmentation Region Proposal +2

Machine Learning to Estimate Gross Loss of Jewelry for Wax Patterns

no code implementations7 Jan 2023 Mihir Jain, Kashish Jain, Sandip Mane

In mass manufacturing of jewellery, the gross loss is estimated before manufacturing to calculate the wax weight of the pattern that would be investment casted to make multiple identical pieces of jewellery.

Decision Making

Motion-Augmented Self-Training for Video Recognition at Smaller Scale

no code implementations ICCV 2021 Kirill Gavrilyuk, Mihir Jain, Ilia Karmanov, Cees G. M. Snoek

With the motion model we generate pseudo-labels for a large unlabeled video collection, which enables us to transfer knowledge by learning to predict these pseudo-labels with an appearance model.

Action Recognition Optical Flow Estimation +3

Efficient Action Recognition via Dynamic Knowledge Propagation

no code implementations ICCV 2021 HanUl Kim, Mihir Jain, Jun-Tae Lee, Sungrack Yun, Fatih Porikli

Efficient action recognition has become crucial to extend the success of action recognition to many real-world applications.

Action Recognition

ActionBytes: Learning From Trimmed Videos to Localize Actions

no code implementations CVPR 2020 Mihir Jain, Amir Ghodrati, Cees G. M. Snoek

Different from existing works, which all use annotated untrimmed videos during training, we learn only from short trimmed videos.

Action Classification Action Localization

TimeGate: Conditional Gating of Segments in Long-range Activities

no code implementations3 Apr 2020 Noureldien Hussein, Mihir Jain, Babak Ehteshami Bejnordi

When recognizing a long-range activity, exploring the entire video is exhaustive and computationally expensive, as it can span up to a few minutes.

Multi-Fidelity Recursive Behavior Prediction

no code implementations18 Dec 2018 Mihir Jain, Kyle Brown, Ahmed K. Sadek

Predicting the behavior of surrounding vehicles is a critical problem in automated driving.

Guess Where? Actor-Supervision for Spatiotemporal Action Localization

2 code implementations5 Apr 2018 Victor Escorcia, Cuong D. Dao, Mihir Jain, Bernard Ghanem, Cees Snoek

Second, we propose an actor-based attention mechanism that enables the localization of the actions from action class labels and actor proposals and is end-to-end trainable.

Action Localization Weakly Supervised Action Localization

Tubelets: Unsupervised action proposals from spatiotemporal super-voxels

no code implementations7 Jul 2016 Mihir Jain, Jan van Gemert, Hervé Jégou, Patrick Bouthemy, Cees G. M. Snoek

First, inspired by selective search for object proposals, we introduce an approach to generate action proposals from spatiotemporal super-voxels in an unsupervised manner, we call them Tubelets.

Action Localization

Action Localization with Tubelets from Motion

no code implementations CVPR 2014 Mihir Jain, Jan van Gemert, Herve Jegou, Patrick Bouthemy, Cees G. M. Snoek

Our approach significantly outperforms the state-of-the-art on both datasets, while restricting the search of actions to a fraction of possible bounding box sequences.

Action Localization

Better Exploiting Motion for Better Action Recognition

no code implementations CVPR 2013 Mihir Jain, Herve Jegou, Patrick Bouthemy

Several recent works on action recognition have attested the importance of explicitly integrating motion characteristics in the video description.

Action Recognition Image Retrieval +3

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