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Siddhant Kharbanda

3 accepted papers

2023

CLIPTrans: Transferring Visual Knowledge with Pre-trained Models for Multimodal Machine Translation

ICCV 2023poster

There has been a growing interest in developing multimodal machine translation (MMT) systems that enhance neural machine translation (NMT) with visual knowledge. This problem setup involves using images as auxiliary information during training, and more recently, eliminating their use during inferen…

Cited by 11PDFcodeScholar
2022

CascadeXML: Rethinking Transformers for End-to-end Multi-resolution Training in Extreme Multi-label Classification

NeurIPS 2022accept

Extreme Multi-label Text Classification (XMC) involves learning a classifier that can assign an input with a subset of most relevant labels from millions of label choices. Recent approaches, such as XR-Transformer and LightXML, leverage a transformer instance to achieve state-of-the-art performance.…

2022

YouMVOS: An Actor-Centric Multi-Shot Video Object Segmentation Dataset

CVPR 2022poster

Many video understanding tasks require analyzing multi-shot videos, but existing datasets for video object segmentation (VOS) only consider single-shot videos. To address this challenge, we collected a new dataset---YouMVOS---of 200 popular YouTube videos spanning ten genres, where each video is on…

Cited by 2PDFcodeScholar