98 citations · 289 across the 15 of their papers we have counts for
15 papers
Table Detection in the Wild: A Novel Diverse Table Detection Dataset and Method
Mrinal Haloi, Shashank Shekhar, Nikhil Fande +2
Recent deep learning approaches in table detection achieved outstanding performance and proved to be effective in identifying document layouts. Currently, available table detection…
An Ensemble Model for Face Liveness Detection
Shashank Shekhar, Avinash Patel, Mrinal Haloi +1
In this paper, we present a passive method to detect face presentation attack a.k.a face liveness detection using an ensemble deep learning technique. Face liveness detection is on…
Towards Ophthalmologist Level Accurate Deep Learning System for OCT Screening and Diagnosis
Mrinal Haloi
In this work, we propose an advanced AI based grading system for OCT images. The proposed system is a very deep fully convolutional attentive classification network trained with en…
Towards Radiologist-Level Accurate Deep Learning System for Pulmonary Screening
Mrinal Haloi, K. Raja Rajalakshmi, Pradeep Walia
In this work, we propose advanced pneumonia and Tuberculosis grading system for X-ray images. The proposed system is a very deep fully convolutional classification network with onl…
Rethinking Convolutional Semantic Segmentation Learning
Mrinal Haloi
Deep convolutional semantic segmentation (DCSS) learning doesn't converge to an optimal local minimum with random parameters initializations; a pre-trained model on the same domain…
Deep Learning: Generalization Requires Deep Compositional Feature Space Design
Mrinal Haloi
Generalization error defines the discriminability and the representation power of a deep model. In this work, we claim that feature space design using deep compositional function p…
Gated Siamese Convolutional Neural Network Architecture for Human Re-Identification
Rahul Rama Varior, Mrinal Haloi, Gang Wang
Matching pedestrians across multiple camera views, known as human re-identification, is a challenging research problem that has numerous applications in visual surveillance. With t…
An Unsupervised Method for Detection and Validation of The Optic Disc and The Fovea
Mrinal Haloi, Samarendra Dandapat, Rohit Sinha
In this work, we have presented a novel method for detection of retinal image features, the optic disc and the fovea, from colour fundus photographs of dilated eyes for Computer-ai…
Traffic Sign Classification Using Deep Inception Based Convolutional Networks
Mrinal Haloi
In this work, we propose a novel deep network for traffic sign classification that achieves outstanding performance on GTSRB surpassing all previous methods. Our deep network consi…
A Gaussian Scale Space Approach For Exudates Detection, Classification And Severity Prediction
Mrinal Haloi, Samarendra Dandapat, Rohit Sinha
In the context of Computer Aided Diagnosis system for diabetic retinopathy, we present a novel method for detection of exudates and their classification for disease severity predic…
Improved Microaneurysm Detection using Deep Neural Networks
Mrinal Haloi
In this work, we propose a novel microaneurysm (MA) detection for early diabetic retinopathy screening using color fundus images. Since MA usually the first lesions to appear as an…
A Robust Lane Detection and Departure Warning System
Mrinal Haloi, Dinesh Babu Jayagopi
In this work, we have developed a robust lane detection and departure warning technique. Our system is based on single camera sensor. For lane detection a modified Inverse Perspect…
Vehicle Local Position Estimation System
Mrinal Haloi, Dinesh Babu Jayagopi
In this paper, a robust vehicle local position estimation with the help of single camera sensor and GPS is presented. A modified Inverse Perspective Mapping, illuminant Invariant t…
A novel pLSA based Traffic Signs Classification System
Mrinal Haloi
In this work we developed a novel and fast traffic sign recognition system, a very important part for advanced driver assistance system and for autonomous driving. Traffic signs pl…
Characterizing driving behavior using automatic visual analysis
Mrinal Haloi, Dinesh Babu Jayagopi
In this work, we present the problem of rash driving detection algorithm using a single wide angle camera sensor, particularly useful in the Indian context. To our knowledge this r…