Search Results for author: Shivam Pande

Found 6 papers, 1 papers with code

Hyperspectral Image Analysis in Single-Modal and Multimodal setting using Deep Learning Techniques

no code implementations3 Mar 2024 Shivam Pande

Hyperspectral imaging provides precise classification for land use and cover due to its exceptional spectral resolution.

Dimensionality Reduction Hyperspectral image analysis +2

Land use/land cover classification of fused Sentinel-1 and Sentinel-2 imageries using ensembles of Random Forests

no code implementations17 Dec 2023 Shivam Pande

To overcome these issues, ensembles of random forests (RFE) are created, introducing random rotations using the Forest-RC algorithm.

Land Cover Classification

Semi-Supervised Learning for hyperspectral images by non parametrically predicting view assignment

no code implementations19 Jun 2023 Shivam Pande, Nassim Ait Ali Braham, Yi Wang, Conrad M Albrecht, Biplab Banerjee, Xiao Xiang Zhu

Recently, to effectively train the deep learning models with minimal labelled samples, the unlabeled samples are also being leveraged in self-supervised and semi-supervised setting.

Pseudo Label

Two Headed Dragons: Multimodal Fusion and Cross Modal Transactions

no code implementations24 Jul 2021 Rupak Bose, Shivam Pande, Biplab Banerjee

The model is composed of stacked auto encoders that harness the cross key-value pairs for HSI and LiDAR, thus establishing a communication between the two modalities, while simultaneously using the CNNs to extract the spectral and spatial information from HSI and LiDAR.

Vocal Bursts Valence Prediction

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