Search Results for author: Sahil Khose

Found 9 papers, 7 papers with code

SkyScenes: A Synthetic Dataset for Aerial Scene Understanding

no code implementations11 Dec 2023 Sahil Khose, Anisha Pal, Aayushi Agarwal, Deepanshi, Judy Hoffman, Prithvijit Chattopadhyay

Real-world aerial scene understanding is limited by a lack of datasets that contain densely annotated images curated under a diverse set of conditions.

Scene Understanding

LatentDR: Improving Model Generalization Through Sample-Aware Latent Degradation and Restoration

1 code implementation28 Aug 2023 Ran Liu, Sahil Khose, Jingyun Xiao, Lakshmi Sathidevi, Keerthan Ramnath, Zsolt Kira, Eva L. Dyer

To address this challenge, we propose a novel approach for distribution-aware latent augmentation that leverages the relationships across samples to guide the augmentation procedure.

Domain Generalization

Continual VQA for Disaster Response Systems

1 code implementation21 Sep 2022 Aditya Kane, V Manushree, Sahil Khose

Thus, we instead use pre-trained embeddings of text and image from this model for our supervised training and surpass previous state-of-the-art results on the FloodNet dataset.

Disaster Response Management +2

An Efficient Modern Baseline for FloodNet VQA

1 code implementation30 May 2022 Aditya Kane, Sahil Khose

Designing efficient and reliable VQA systems remains a challenging problem, more so in the case of disaster management and response systems.

Management Visual Question Answering (VQA)

Transformer based ensemble for emotion detection

no code implementations WASSA (ACL) 2022 Aditya Kane, Shantanu Patankar, Sahil Khose, Neeraja Kirtane

Detecting emotions in languages is important to accomplish a complete interaction between humans and machines.

A Studious Approach to Semi-Supervised Learning

1 code implementation NeurIPS Workshop ICBINB 2021 Sahil Khose, Shruti Jain, V Manushree

This paper is an ablation study of distillation in a semi-supervised setting, which not just reduces the number of parameters of the model but can achieve this while improving the performance over the baseline supervised model and making it better at generalizing.

Semi-Supervised Classification and Segmentation on High Resolution Aerial Images

2 code implementations16 May 2021 Sahil Khose, Abhiraj Tiwari, Ankita Ghosh

FloodNet is a high-resolution image dataset acquired by a small UAV platform, DJI Mavic Pro quadcopters, after Hurricane Harvey.

Classification Image Classification +4

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