Depanshu Sani

5 papers · 2022–2026 · 4 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (10) 🐣 Hot Topic Early Bird

Venues

AAAI (2) CVPR (1) ECCV (1) WACV (1)

Top co-authors

Saket Anand (4) Sandeep Mahato (1) Mehar Khurana (1) Harsh Kumar Agarwal (1) Ashima Garg (1) Gaurav Arora (1) Charu Chandra Devshali (1) Sourabh Saini (1) Thiagarajan Jayaraman (1)

Research topics

Machine Learning (3) Core Methods (3) Deep Learning (2) Artificial Intelligence (1) Computer Vision (1) Data Science & Analytics (1) Application Areas (1) Applications (1) Architectures (1) Core AI (1) Domain-Specific (1) Learning Types · Machine Learning (1) Learning Types · Deep Learning (1)

Keywords

active learning (1) embedding space (1) hierarchical classification (1) weakly supervised learning (1) multi-label classification (1) remote sensing (1) feature representation (1) visual recognition (1) constrained clustering (1) domain knowledge (1) inductive bia (1) satellite imagery (1) multispectral imagery (1) animal re-identification (1) crop classification (1) multi-sensor data (1) yield prediction (1) graph neural network (1) structural prior (1) relational constraint (1)

Papers

Active Learning for Animal Re-Identification with Ambiguity-Aware Sampling AAAI 2026 Exploiting Graph-Based Structural Priors for Visual Recognition AAAI 2026 Hier-COS: Making Deep Features Hierarchy-aware via Composition of Orthogonal Subspaces CVPR 2026 SICKLE: A Multi-Sensor Satellite Imagery Dataset Annotated With Multiple Key Cropping Parameters WACV 2024 Learning Hierarchy Aware Features for Reducing Mistake Severity ECCV 2022