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Fine-grained Domain Adaptive Crowd Counting via Point-derived Segmentation
Crowd counting has drawn increasing attention because of its fundamental role in social management. Six datasets are used in our experiments, i.e., GCC, ShanghaiTech PartA,... -
Domain adaptation with invariant representation learning: What transformation...
Domain adaptation with invariant representation learning: What transformations to learn? -
Spherical Space Domain Adaptation with Robust Pseudo-label Loss
Spherical Space Domain Adaptation with Robust Pseudo-label Loss -
Fixbi: Bridging domain spaces for unsupervised domain adaptation
Fixbi: Bridging domain spaces for unsupervised domain adaptation -
ECML PKDD 2006 Discovery Challenge dataset
Real-world domain adaptation dataset for spam detection, which was released as part of the ECML PKDD 2006 Discovery Challenge. -
Synthetic regression problem
Synthetic regression problem with two users attempting to fit a linear model of the function f (x1, x2) = 5x1 − 2x2 + 0.5x3^2. Each user has input data drawn from a distinct... -
SS-ADA: A Semi-Supervised Active Domain Adaptation Framework for Semantic Seg...
A semi-supervised active domain adaptation framework for semantic segmentation in driving scenes. -
GTA→Cityscapes
The dataset used for extensive cut-and-paste augmentation for unsupervised domain adaptive semantic segmentation. -
Cityscapes→Dark-Zurich
The dataset used for unsupervised domain adaptation for semantic segmentation with pseudo label self-refinement. -
Domain Adaptation Datasets
Four domain adaptation datasets: Medical, IT, Koran and Subtitles. -
Waymo Domain Adaptation Dataset
The Waymo Domain Adaptation Dataset is a dataset for domain adaptation in 3D object detection, containing 20 sequences with 3933 frames. -
ELDA: Using Edges to Have an Edge on Semantic Segmentation Based UDA
ELDA: Using Edges to Have an Edge on Semantic Segmentation Based UDA -
Domain adaptation via transfer component analysis
The dataset used for domain adaptation via transfer component analysis. -
Medical Cross-Modality Domain Adaptation Benchmark
A medical cross-modality domain adaptation benchmark proposed in [6] to validate the performance of our proposed unsupervised cross-modality domain adaptation method for... -
Sim-to-Real Domain Adaptation
The dataset used for sim-to-real domain adaptation in robotics, consisting of tasks with randomized dynamics. -
NYPD Police Stops Dataset
The NYPD police stops dataset is used in the paper to evaluate the effectiveness of the proposed method on real-world domain shifts. -
Simulated Medical Diagnosis Task
The dataset used in the paper is a simulated medical diagnosis task, where patients can lie about their symptoms, and the goal is to predict pregnancy based on self-reported... -
MoDA: Map style transfer for self-supervised domain adaptation of embodied ag...
MoDA proposes a self-supervised domain adaptation method for visual and dynamics corruptions in embodied agents. -
Office-10 Dataset
The Office-10 dataset is a more classic benchmark dataset from [17]. -
ImageCLEF-DA1 Dataset
The ImageCLEF-DA1 dataset is also a benchmark dataset for domain adaptation, which contains 12 categories shared by three public datasets, Caltech- 256 (C), ImageNet ILSVRC 2012...
