Harish Babu Manogaran
YOU?
Author Swipe
View article: What Do You See in Common? Learning Hierarchical Prototypes over Tree-of-Life to Discover Evolutionary Traits
What Do You See in Common? Learning Hierarchical Prototypes over Tree-of-Life to Discover Evolutionary Traits Open
A grand challenge in biology is to discover evolutionary traits - features of organisms common to a group of species with a shared ancestor in the tree of life (also referred to as phylogenetic tree). With the growing availability of image…
View article: VLM4Bio: A Benchmark Dataset to Evaluate Pretrained Vision-Language Models for Trait Discovery from Biological Images
VLM4Bio: A Benchmark Dataset to Evaluate Pretrained Vision-Language Models for Trait Discovery from Biological Images Open
Images are increasingly becoming the currency for documenting biodiversity on the planet, providing novel opportunities for accelerating scientific discoveries in the field of organismal biology, especially with the advent of large vision-…
View article: Fish-Vista: A Multi-Purpose Dataset for Understanding & Identification of Traits from Images
Fish-Vista: A Multi-Purpose Dataset for Understanding & Identification of Traits from Images Open
We introduce Fish-Visual Trait Analysis (Fish-Vista), the first organismal image dataset designed for the analysis of visual traits of aquatic species directly from images using problem formulations in computer vision. Fish-Vista contains …
View article: A Classification Approach for Induction Motor Faults Based on Empirical Mode Decomposition and Machine Learning Algorithms
A Classification Approach for Induction Motor Faults Based on Empirical Mode Decomposition and Machine Learning Algorithms Open
In this paper, a machine learning based approach is presented for detection and classification of faults in an induction machine. Five different classification algorithms, namely, support vector machine (SVM), decision tree, random forest,…
View article: Discovering Novel Biological Traits From Images Using Phylogeny-Guided Neural Networks
Discovering Novel Biological Traits From Images Using Phylogeny-Guided Neural Networks Open
Discovering evolutionary traits that are heritable across species on the tree of life (also referred to as a phylogenetic tree) is of great interest to biologists to understand how organisms diversify and evolve. However, the measurement o…
View article: Discovering Novel Biological Traits From Images Using Phylogeny-Guided Neural Networks
Discovering Novel Biological Traits From Images Using Phylogeny-Guided Neural Networks Open
Discovering evolutionary traits that are heritable across species on the tree of life (also referred to as a phylogenetic tree) is of great interest to biologists to understand how organisms diversify and evolve. However, the measurement o…