Search Results for author: Soham Gadgil

Found 7 papers, 4 papers with code

Data Alignment for Zero-Shot Concept Generation in Dermatology AI

no code implementations19 Apr 2024 Soham Gadgil, Mahtab Bigverdi

Our goal is to use these models to generate caption text that aligns well with both the clinical lexicon and with the natural human language used in CLIP's pre-training data.

Classification for everyone : Building geography agnostic models for fairer recognition

no code implementations5 Dec 2023 Akshat Jindal, Shreya Singh, Soham Gadgil

In this paper, we analyze different methods to mitigate inherent geographical biases present in state of the art image classification models.

Image Classification

Estimating Conditional Mutual Information for Dynamic Feature Selection

1 code implementation5 Jun 2023 Soham Gadgil, Ian Covert, Su-In Lee

Dynamic feature selection, where we sequentially query features to make accurate predictions with a minimal budget, is a promising paradigm to reduce feature acquisition costs and provide transparency into a model's predictions.

feature selection

CheXseg: Combining Expert Annotations with DNN-generated Saliency Maps for X-ray Segmentation

1 code implementation21 Feb 2021 Soham Gadgil, Mark Endo, Emily Wen, Andrew Y. Ng, Pranav Rajpurkar

Medical image segmentation models are typically supervised by expert annotations at the pixel-level, which can be expensive to acquire.

Image Segmentation Knowledge Distillation +3

Solving The Lunar Lander Problem under Uncertainty using Reinforcement Learning

2 code implementations24 Nov 2020 Soham Gadgil, Yunfeng Xin, Chengzhe Xu

With our best models, we are able to achieve average rewards of 170+ with the Sarsa agent and 200+ with the Deep Q-Learning agent on the original problem.

Navigate Q-Learning +2

Spatio-Temporal Graph Convolution for Resting-State fMRI Analysis

2 code implementations24 Mar 2020 Soham Gadgil, Qingyu Zhao, Adolf Pfefferbaum, Edith V. Sullivan, Ehsan Adeli, Kilian M. Pohl

The Blood-Oxygen-Level-Dependent (BOLD) signal of resting-state fMRI (rs-fMRI) records the temporal dynamics of intrinsic functional networks in the brain.

Time Series Time Series Analysis

Intelligent City Traffic Management and Public Transportation System

no code implementations22 Oct 2013 Snehal Mulay, Chinmay Dhekne, Rucha Bapat, Tanmay Budukh, Soham Gadgil

Intelligent Transportation System in case of cities is controlling traffic congestion and regulating the traffic flow.

Management

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