Search Results for author: Monu Verma

Found 10 papers, 0 papers with code

Efficient Neural Architecture Search for Emotion Recognition

no code implementations23 Mar 2023 Monu Verma, Murari Mandal, Satish Kumar Reddy, Yashwanth Reddy Meedimale, Santosh Kumar Vipparthi

In this paper, we proposed to search for a highly efficient and robust neural architecture for both macro and micro-level facial expression recognition.

Emotion Recognition Facial Expression Recognition +3

Deep Insights of Learning based Micro Expression Recognition: A Perspective on Promises, Challenges and Research Needs

no code implementations10 Oct 2022 Monu Verma, Santosh Kumar Vipparthi, Girdhari Singh

Therefore, this paper aims to provide a deep insight into the DL-based MER frameworks with a perspective on promises in network model designing, experimental strategies, challenges, and research needs.

Micro Expression Recognition Micro-Expression Recognition

RARITYNet: Rarity Guided Affective Emotion Learning Framework

no code implementations17 May 2022 Monu Verma, Santosh Kumar Vipparthi

Inspired from the assets of handcrafted and deep learning approaches, we proposed a RARITYNet: RARITY guided affective emotion learning framework to learn the appearance features and identify the emotion class of facial expressions.

Cross-Centroid Ripple Pattern for Facial Expression Recognition

no code implementations16 Jan 2022 Monu Verma, Prafulla Saxena, Santosh Kumar Vipparthi, Girdhari Singh

CRIP encodes the transitional pattern of a facial expression by incorporating cross-centroid relationship between two ripples located at radius r1 and r2 respectively.

Facial Expression Recognition Facial Expression Recognition (FER)

One for All: An End-to-End Compact Solution for Hand Gesture Recognition

no code implementations15 May 2021 Monu Verma, Ayushi Gupta, Santosh Kumar Vipparthi

The FineFeat module extracts fine grained feature maps by employing attention mechanism over multiscale receptive fields.

Hand Gesture Recognition Hand-Gesture Recognition

Non-Linearities Improve OrigiNet based on Active Imaging for Micro Expression Recognition

no code implementations16 May 2020 Monu Verma, Santosh Kumar Vipparthi, Girdhari Singh

However, existing networks fail to establish a relationship between spatial features of facial appearance and temporal variations of facial dynamics.

Micro Expression Recognition Micro-Expression Recognition

LEARNet Dynamic Imaging Network for Micro Expression Recognition

no code implementations20 Apr 2019 Monu Verma, Santosh Kumar Vipparthi, Girdhari Singh, Subrahmanyam Murala

We also propose a Lateral Accretive Hybrid Network (LEARNet) to capture micro-level features of an expression in the facial region.

Micro Expression Recognition Micro-Expression Recognition

EXPERTNet Exigent Features Preservative Network for Facial Expression Recognition

no code implementations14 Apr 2019 Monu Verma, Jaspreet Kaur Bhui, Santosh Vipparthi, Girdhari Singh

The EXPERTNet extracts only pertinent features and neglect others by using exigent feature (ExFeat) block, mainly comprises of elective layer.

Facial Expression Recognition Facial Expression Recognition (FER)

Region Based Extensive Response Index Pattern for Facial Expression Recognition

no code implementations26 Nov 2018 Monu Verma, Santosh. K. Vipparthi, Girdhari Singh

This paper presents a novel descriptor named Region based Extensive Response Index Pattern (RETRaIN) for facial expression recognition.

Facial Expression Recognition Facial Expression Recognition (FER)

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