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20182022
most citedKnowledge Distillation Methods for Efficient Unsupervised Adaptation Across Multiple Domains

25 citations · 51 across the 7 of their papers we have counts for

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cs.CV20221 cited

Dynamic Template Selection Through Change Detection for Adaptive Siamese Tracking

Madhu Kiran, Le Thanh Nguyen-Meidine, Rajat Sahay +3

Deep Siamese trackers have recently gained much attention in recent years since they can track visual objects at high speeds. Additionally, adaptive tracking methods, where target…

cs.CV20222 cited

Generative Target Update for Adaptive Siamese Tracking

Madhu Kiran, Le Thanh Nguyen-Meidine, Rajat Sahay +3

Siamese trackers perform similarity matching with templates (i.e., target models) to recursively localize objects within a search region. Several strategies have been proposed in t…

cs.CV202125 cited

Knowledge Distillation Methods for Efficient Unsupervised Adaptation Across Multiple Domains

Le Thanh Nguyen-Meidine, Atif Belal, Madhu Kiran +3

Beyond the complexity of CNNs that require training on large annotated datasets, the domain shift between design and operational data has limited the adoption of CNNs in many real-…

cs.CV20202 cited

A Flow-Guided Mutual Attention Network for Video-Based Person Re-Identification

Madhu Kiran, Amran Bhuiyan, Louis-Antoine Blais-Morin +3

Person Re-Identification (ReID) is a challenging problem in many video analytics and surveillance applications, where a person's identity must be associated across a distributed no…

cs.CV2020

Unsupervised Multi-Target Domain Adaptation Through Knowledge Distillation

Le Thanh Nguyen-Meidine, Atif Belal, Madhu Kiran +3

Unsupervised domain adaptation (UDA) seeks to alleviate the problem of domain shift between the distribution of unlabeled data from the target domain w.r.t. labeled data from the s…

cs.CV2019

On the Interaction Between Deep Detectors and Siamese Trackers in Video Surveillance

Madhu Kiran, Vivek Tiwari, Le Thanh Nguyen-Meidine +1

Visual object tracking is an important function in many real-time video surveillance applications, such as localization and spatio-temporal recognition of persons. In real-world ap…