activity
20152019
most citedDesigning Neural Network Architectures using Reinforcement Learning

424 citations · 598 across the 8 of their papers we have counts for

collaborators

8 papers

astro-ph.IM2019★ 19 cited

A joint deconvolution algorithm to combine single dish and interferometer data for wideband multi-term and mosaic imaging

Urvashi Rau, Nikhil Naik, Timothy Braun

Imaging in radio astronomy is usually carried out with a single-dish radio telescope doing a raster scan of a region of the sky or with an interferometer that samples the visibilit…

cs.CV2018★ 49 cited

Maximum-Entropy Fine-Grained Classification

Abhimanyu Dubey, Otkrist Gupta, Ramesh Raskar +1

Fine-Grained Visual Classification (FGVC) is an important computer vision problem that involves small diversity within the different classes, and often requires expert annotators t…

cs.LG2017★ 43 cited

Accelerating Neural Architecture Search using Performance Prediction

Bowen Baker, Otkrist Gupta, Ramesh Raskar +1

Methods for neural network hyperparameter optimization and meta-modeling are computationally expensive due to the need to train a large number of model configurations. In this pape…

cs.CV2017

Pairwise Confusion for Fine-Grained Visual Classification

Abhimanyu Dubey, Otkrist Gupta, Pei Guo +3

Fine-Grained Visual Classification (FGVC) datasets contain small sample sizes, along with significant intra-class variation and inter-class similarity. While prior work has address…

cs.LG2016★ 424 cited

Designing Neural Network Architectures using Reinforcement Learning

Bowen Baker, Otkrist Gupta, Nikhil Naik +1

At present, designing convolutional neural network (CNN) architectures requires both human expertise and labor. New architectures are handcrafted by careful experimentation or modi…

cs.CV2016★ 52 cited

Deep Learning the City : Quantifying Urban Perception At A Global Scale

Abhimanyu Dubey, Nikhil Naik, Devi Parikh +2

Computer vision methods that quantify the perception of urban environment are increasingly being used to study the relationship between a city's physical appearance and the behavio…

cs.CV2015★ 1 cited

Coreset-Based Adaptive Tracking

Abhimanyu Dubey, Nikhil Naik, Dan Raviv +2

We propose a method for learning from streaming visual data using a compact, constant size representation of all the data that was seen until a given moment. Specifically, we const…

cs.CV2015★ 10 cited

A Light Transport Model for Mitigating Multipath Interference in TOF Sensors

Nikhil Naik, Achuta Kadambi, Christoph Rhemann +3

Continuous-wave Time-of-flight (TOF) range imaging has become a commercially viable technology with many applications in computer vision and graphics. However, the depth images obt…