Cognitive Computing

Semantic Segmentation

• No Free Lunch from Deep Learning in Neuroscience: A Case Study through Models of the Entorhinal-Hippocampal Circuit (2022 MIT)

Guides

• A 2021 guide to Semantic Segmentation (2021)
• PyTorch for Beginners: Semantic Segmentation using torchvision (2019)
• ImageNet: VGGNet, ResNet, Inception, and Xception with Keras (2017)

Code

• Yolov5 (2021)
• NVidia hierarchical multi-scale semantic-segmentation (2020)
• qubvel's Segmentation - PyTorch (2021)
• MT-Segmentation - PyTorch (2020)
• CSAIL Vision - Pytorch (2019)

Papers

• Hierarchical Multi-Scale Attention for Semantic Segmentation (2021)
• Asymmetric Non-local Neural Networks for Semantic Segmentation (2019)
• High-Resolution Representations for Labeling Pixels and Regions (2019)
• DenseASPP for Semantic Segmentation in Street Scenes (2018)
• Unified Perceptual Parsing for Scene Understanding (2018)
• Low-Latency Video Semantic Segmentation (2018)
• Rethinking Atrous Convolution for Semantic Image Segmentation - Google (2017)
• Semantic Video CNNs through Representation Warping (2017)
• Pyramid Scene Parsing Network (2017)
• STFCN: Spatio-Temporal FCN for Semantic Video Segmentation (2016)
• Semantic Understanding of Scenes through the ADE20K Dataset (2016)
• Clockwork Convnets for Video Semantic Segmentation (2016)
• U-Net: Convolutional Networks for Biomedical Image Segmentation (2015)
• Fully Convolutional Networks for Semantic Segmentation (2014)

Data Sets

• Cityscapes
• COCO
• Pascal Context
• MIT CSAIL ADE20K
• Clothing Co-Parsing
• Pratheepan Skin Segmentation
• INRIA Aerial Segmentation
• Stanford 2D-3D-Semantics Dataset (2D-3D-S)
• Google Dataset Search
• Data.gov
• Kaggle

Object Detection

Guides

• Evolution of YOLO Algorithm and YOLOv5: The State-of-the-art Object Detection Algorithm

Code

• YOLOv5 Ultralytics

Natural Language Processing

Papers

• Memorizing Transformers
• OPT: Open Pre-trained Transformer Language Models (Meta May 2022)

Code

• Training language models to follow instructions with human feedback (OpenAI)
• spacCy
• Explosion
• Stanza(StanfordNLP)
• Flair

Video Processing

• Deep Learning-based Real-time Video Processing

Computational Cognitive Neuroscience

• Emergent neural network simulation software (aka PSPNet and Leabra) (2021)
• Computational Cognitive Neuroscience Lab - UC Davis
• Computational Cognitive Neuroscience, 4th Edition
• Course Lectures at UC Davis on YouTube

Numenta/Jeff Hawkins

• A Thousand Brains: A New Theory of Intelligence
• A Theory of How Columns in the Neocortex Enable Learning the Structure of the World
• Locations in the Neocortex: A Theory of Sensorimotor Object Recognition Using Cortical Grid Cells
• Perceptual Neuroscience: The Cerebral Cortex

Math

• A Neural Network Solves and Generates Mathematics Problems by Program Synthesis: Calculus, Differential Equations, Linear Algebra, and More