activity
20182025
most citedUnsupervised Hard Example Mining from Videos for Improved Object Detection

9 citations · 16 across the 7 of their papers we have counts for

collaborators

7 papers

cs.CV2025

Improving Open-World Object Localization by Discovering Background

Ashish Singh, Michael J. Jones, Kuan-Chuan Peng +3

Our work addresses the problem of learning to localize objects in an open-world setting, i.e., given the bounding box information of a limited number of object classes during train…

cs.CL2024★ 6 cited

A Survey of Small Language Models

Chien Van Nguyen, Xuan Shen, Ryan Aponte +25

Small Language Models (SLMs) have become increasingly important due to their efficiency and performance to perform various language tasks with minimal computational resources, maki…

cs.LG2024

KODA: A Data-Driven Recursive Model for Time Series Forecasting and Data Assimilation using Koopman Operators

Ashutosh Singh, Ashish Singh, Tales Imbiriba +2

Approaches based on Koopman operators have shown great promise in forecasting time series data generated by complex nonlinear dynamical systems (NLDS). Although such approaches are…

cs.CL2023★ 1 cited

FigCaps-HF: A Figure-to-Caption Generative Framework and Benchmark with Human Feedback

Ashish Singh, Ashutosh Singh, Prateek Agarwal +10

Captions are crucial for understanding scientific visualizations and documents. Existing captioning methods for scientific figures rely on figure-caption pairs extracted from docum…

cs.CV2022

EVAL: Explainable Video Anomaly Localization

Ashish Singh, Michael J. Jones, Erik Learned-Miller

We develop a novel framework for single-scene video anomaly localization that allows for human-understandable reasons for the decisions the system makes. We first learn general rep…

cs.CV2019

Automatic adaptation of object detectors to new domains using self-training

Aruni RoyChowdhury, Prithvijit Chakrabarty, Ashish Singh +4

This work addresses the unsupervised adaptation of an existing object detector to a new target domain. We assume that a large number of unlabeled videos from this domain are readil…

cs.CV2018★ 9 cited

Unsupervised Hard Example Mining from Videos for Improved Object Detection

SouYoung Jin, Aruni RoyChowdhury, Huaizu Jiang +4

Important gains have recently been obtained in object detection by using training objectives that focus on {\em hard negative} examples, i.e., negative examples that are currently…