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Rohith MV

3 accepted papers

2023

MEGA: Multimodal Alignment Aggregation and Distillation For Cinematic Video Segmentation

ICCV 2023poster

Previous research has studied the task of segmenting cinematic videos into scenes and into narrative acts. However, these studies have overlooked the essential task of multimodal alignment and fusion for effectively and efficiently processing long-form videos (>60min). In this paper, we introduce Mu…

Cited by 4PDFcodeScholar
2023

Motion-Guided Masking for Spatiotemporal Representation Learning

ICCV 2023poster

Several recent works have directly extended the image masked autoencoder (MAE) with random masking into video domain, achieving promising results. However, unlike images, both spatial and temporal information are important for video understanding. This suggests that the random masking strategy that…

Cited by 16PDFScholar
2019

Unsupervised 3D Pose Estimation With Geometric Self-Supervision

CVPR 2019poster

We present an unsupervised learning approach to re- cover 3D human pose from 2D skeletal joints extracted from a single image. Our method does not require any multi- view image data, 3D skeletons, correspondences between 2D-3D points, or use previously learned 3D priors during training. A lifting ne…

Cited by 249PDFScholar