Deepak Babu Sam
6 papers · 2017–2022 · 4 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Bronze π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Bronze πΊοΈ Taxonomy Completionist (17) π£ Hot Topic Early Bird
π
Keyword Champion
(2)
π
Conference Pioneer
π
Trend Setter
Top co-authors
Research topics
Keywords
crowd counting
(3)
convolutional neural network
(3)
density estimation
(3)
image regression
(2)
unsupervised learning
(2)
distribution matching
(1)
unsupervised classification
(1)
diversity modeling
(1)
deep neural network
(1)
self-supervised pretraining
(1)
zero-shot classification
(1)
multi-scale feature
(1)
hierarchical training
(1)
multi-scale architecture
(1)
label-free classification
(1)
multi-scale feature learning
(1)
incrementally growing neural network
(1)
crowd density estimation
(1)
pixel-wise detection
(1)
dot prediction
(1)
Papers
Beyond Learning Features: Training a Fully-Functional Classifier with ZERO Instance-Level Labels
AAAI 2022
Completely Self-Supervised Crowd Counting via Distribution Matching
ECCV 2022
Going Beyond the Regression Paradigm with Accurate Dot Prediction for Dense Crowds
WACV 2020
Almost Unsupervised Learning for Dense Crowd Counting
AAAI 2019
Divide and Grow: Capturing Huge Diversity in Crowd Images With Incrementally Growing CNN
CVPR 2018
Switching Convolutional Neural Network for Crowd Counting
CVPR 2017