Data reigns supreme 🥇
Every day it becomes more evident that data is the limiting factor for state-of-the-art 📈 machine learning. Your model architecture may be revolutionary, but without high-quality data 📊 to train on, it will be doomed to mediocrity.
Pair idea with execution and use top-notch data in your next project!
| Title | Tags | Paper | Dataset | Code |
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| dacl10k: Benchmark for Semantic Bridge Damage Segmentation | image, semantic segmentation, classification, construction, defect |
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| Satlas: A Large-Scale, Multi-Task Dataset for Remote Sensing Image Understanding | image, SAR, satellite, detection, climate |
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| Building3D: An Urban-Scale Dataset and Benchmarks for Learning Roof Structures from Point Clouds | 3D, point cloud |
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| EgoObjects: A Large-Scale Egocentric Dataset for Fine-Grained Object Understanding | image, object, ego |
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| Equivariant Similarity for Vision-Language Foundation Models | image, similarity, caption |
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| MOSE: A New Dataset for Video Object Segmentation in Complex Scenes | video, segmentation, tracking |
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| SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes | multi-object tracking, sports |
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We've combed through the 2359 papers accepted to CVPR in 2023 and compiled a short-list of papers introducing exciting new datasets.
| Title | Tags | Paper | Dataset | Code |
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| MVImgNet: A Large-scale Dataset of Multi-view Images | multi-view, image |
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| GeoNet: Benchmarking Unsupervised Adaptation across Geographies | geolocation, image |
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| Joint HDR Denoising and Fusion: A Real-World Mobile HDR Image Dataset | denoising, image |
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| Spring: A High-Resolution High-Detail Dataset and Benchmark for Scene Flow, Optical Flow and Stereo | optical flow, stereo, image |
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| ImageNet-E: Benchmarking Neural Network Robustness via Attribute Editing | image, editing |
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| ARKitTrack: A New Diverse Dataset for Tracking Using Mobile RGB-D Data | RGB-D, segmentation, video |
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| Diverse Embedding Expansion Network and Low-Light Cross-Modality Benchmark for Visible-Infrared Person Re-identification | low-light, cross-modal, IR |
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| JRDB-Pose: A Large-scale Dataset for Multi-Person Pose Estimation and Tracking | pose estimation, image, keypoint, tracking |
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| A New Benchmark: On the Utility of Synthetic Data with Blender for Bare Supervised Learning and Downstream Domain Adaptation | synthetic, domain adaptation, supervised |
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| Title | Tags | Paper | Dataset | Code |
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| DreamSim: Learning New Dimensions of Human Visual Similarity using Synthetic Data | perceptual similarity, image, synthetic, diffusion, JND, 2AFC |
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| Title | Tags | Paper | Dataset | Code |
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| Calving fronts and where to find them: a benchmark dataset and methodology for automatic glacier calving front extraction from synthetic aperture radar imagery | glacier, climate, SAR, satellite, image, semantic segmentation |
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| The Caltech Fish Counting Dataset: A Benchmark for Multiple-Object Tracking and Counting | conservation, detection, SONAR, video, tracking, counting |
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| Title | Tags | Paper | Dataset | Code |
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| ChestX-ray8: Hospital-scale Chest X-ray Database and Benchmarks on Weakly-Supervised Classification and Localization of Common Thorax Diseases | x-ray, image, healthcare, detection |
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We would love your help in making this repository even better! If we missed a paper that introduced a new dataset, or if you can think of any ways to improve the repository, feel free to open an issue or a pull request.
This repository is inspired by paperswithcode, and the template was adapted from top-cvpr-2023-papers.
