Portfolio

Research

	Architecture Search of Dynamic Cells for Semantic Video Segmentation V.Nekrasov, H. Chen, C.Shen, I.Reid Winter conference on applications of Computer Vision (WACV), 2020 paper Applying neural architecture search to find dynamic operations for semantic video segmentation
	Template-Based Automatic Search of Compact Semantic Segmentation Architectures V.Nekrasov, C.Shen, I.Reid Winter conference on applications of Computer Vision (WACV), 2020 models / paper Automatically discovering compact segmentation networks with less than 0.5M parameters
	Fast Neural Architecture Search of Compact Semantic Segmentation Models via Auxiliary Cells V.Nekrasov, H. Chen (equal contribution), C.Shen, I.Reid Conference on Computer Vision and Pattern Recognition (CVPR), 2019 code / paper Fast reinforcement learning (RL)-based approach (in 8 GPU-days) of finding light-weight models for dense per-pixel tasks
	Real-Time Joint Semantic Segmentation and Depth Estimation Using Asymmetric Annotations V.Nekrasov, T.Dharmasiri, A.Spek, T.Drummond, C.Shen, I.Reid International Conference on Robotics and Automation (ICRA), 2019 code / paper A simple approach of performing joint segmentation, depth and surface normals estimation in real-time with SOTA results using a single model
	Light-Weight RefineNet for Real-Time Semantic Segmentation V.Nekrasov, C.Shen, I.Reid British Machine Vision Conference (BMVC), 2018 code / paper Re-thinking an encoder-decoder based segmentation network into the one able to attain high performance with the real-time inference
	Diagnostics in Semantic Segmentation V.Nekrasov, C.Shen, I.Reid paper / supp Evaluating SOTA segmentation networks in terms of their sensitivity to object properties and uncertainty measures
	Global Deconvolutional Networks for Semantic Segmentation V.Nekrasov, J.Ju, J.Choi British Machine Vision Conference (BMVC), 2016 code / paper Learnable matrix-based method for global interpolation inside segmentation networks

Re-implementations and extensions

	Informative Drawings PyTorch, CoreML code / blogpost Extending the authors’ repository with the CoreML model during inference for the neural sketching task
	Segment Anything Model (SAM) PyTorch, MPS code Extending the authors’ repository with the support for MPS (Mac Metal PyTorch backend) during inference
	DeepLab-v1 TensorFlow code Re-implementation of DeepLab-v1 (LargeFOV) in TensorFlow
	DeepLab-v2 TensorFlow code Re-implementation of DeepLab-v2 (ResNet-101) in TensorFlow
	DeepLab-v3+ PyTorch code Conversion of DeepLab-v3+ pre-trained weights from TensorFlow into PyTorch
	RefineNet-101 PyTorch code RefineNet based on ResNet-101 trained on PASCAL VOC in PyTorch

Miscellaneous

	Football Stats Quiz Game app / code / blogpost Simple game on football stats made in Streamlit
	Number of citations of CVPR awardees code / blogpost Looking at the number of citations the papers awarded at CVPR accrued over time
	DenseTorch code / docs PyTorch Wrapper for Smooth Workflow with Dense Per-Pixel Tasks (including multi-task learning)
	Bio-Data Programming code / shiny1 / shiny2 Shiny-based applications developed for the course on biomedical data programming - based on the NCI-60 cancel cell line panel dataset
	EPL-16 Away Fixtures Map code / shiny Mapping of away fixtures in English Premier League Season ‘16-‘17 (first half) using leaflet and d3
	GPU-server workload visualisation code Simple visualisation of workload on a GPU server in d3.js