369 citations · 1.8k across the 93 of their papers we have counts for
9 papers · 1 filter
Deep Affinity Network for Multiple Object Tracking
ShiJie Sun, Naveed Akhtar, HuanSheng Song +2
Multiple Object Tracking (MOT) plays an important role in solving many fundamental problems in video analysis in computer vision. Most MOT methods employ two steps: Object Detectio…
On-field player workload exposure and knee injury risk monitoring via deep learning
William R. Johnson, Ajmal Mian, David G. Lloyd +1
In sports analytics, an understanding of accurate on-field 3D knee joint moments (KJM) could provide an early warning system for athlete workload exposure and knee injury risk. Tra…
Unsupervised Deep Multi-focus Image Fusion
Xiang Yan, Syed Zulqarnain Gilani, Hanlin Qin +1
Convolutional neural networks have recently been used for multi-focus image fusion. However, due to the lack of labeled data for supervised training of such networks, existing meth…
Video Description: A Survey of Methods, Datasets and Evaluation Metrics
Nayyer Aafaq, Ajmal Mian, Wei Liu +2
Video description is the automatic generation of natural language sentences that describe the contents of a given video. It has applications in human-robot interaction, helping the…
Spherical Convolutional Neural Network for 3D Point Clouds
Huan Lei, Naveed Akhtar, Ajmal Mian
We propose a neural network for 3D point cloud processing that exploits `spherical' convolution kernels and octree partitioning of space. The proposed metric-based spherical kernel…
Deep Keyframe Detection in Human Action Videos
Xiang Yan, Syed Zulqarnain Gilani, Hanlin Qin +3
Detecting representative frames in videos based on human actions is quite challenging because of the combined factors of human pose in action and the background. This paper address…
Benchmark data and method for real-time people counting in cluttered scenes using depth sensors
ShiJie Sun, Naveed Akhtar, HuanSheng Song +3
Vision-based automatic counting of people has widespread applications in intelligent transportation systems, security, and logistics. However, there is currently no large-scale pub…
Threat of Adversarial Attacks on Deep Learning in Computer Vision: A Survey
Naveed Akhtar, Ajmal Mian
Deep learning is at the heart of the current rise of machine learning and artificial intelligence. In the field of Computer Vision, it has become the workhorse for applications ran…
Hyperspectral recovery from RGB images using Gaussian Processes
Naveed Akhtar, Ajmal Mian
We propose to recover spectral details from RGB images of known spectral quantization by modeling natural spectra under Gaussian Processes and combining them with the RGB images. O…