Resources
Domain Adaptation & Transfer Learning
- Benchmarks and softwares from Visual Computing Research Group (NTU)
- Domain Adaptation Project from UCB
- Summer School on Domain Adaptation in Image Analysis, Copenhagen, Denmark, August 20-24, 2012
- NIPS 2011 Domain Adaptation Workshop
- ICML 2010 Tutorial on Domain Adaptation
- Sinno Jialin Pan's Transfer Learning Page
- more .....
Softwares
Softwares
- Fast R-CNN
- Caffe: Convolutional Architecture for Fast Feature Extraction
- SVMLIN: software for large scale linear TSVM.
- LIBLINEAR
- Stochastic Gradient Descent (by Léon Bottou, some other useful softwares can be found in his homepage)
- Vowpal Wabbit (Fast Learning)
- BudgetedSVM: A C++ Toolbox for Large-scale, Non-linear Classification. The implemented algorithms include Adaptive Multi-hyperplane Machines (AMM), Budgeted Stochastic Gradient Descent (BSGD), and Low-rank Linearization SVM (LLSVM)
- Primal LapSVM
Datasets
Datasets
- Car Dataset
- Pascal VOC
- RGB-D Object Dataset
- UQ_VIDEO Dataset
- ImageNet [ILSVRC2010]
- Caltech-256 and Caltech-101
- NUS-WIDE
- MIRFlickr
- SUN
- Tiny Images
- CIFAR
Computer Vision Resources
- The Computer Vision Homepage
- CVonline: The Evolving, Distributed, Non-Proprietary, On-Line Compendium of Computer Vision
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