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
dacl10k: Benchmark for Semantic Bridge Damage Segmentation	image, semantic segmentation, classification, construction, defect

Title	Tags	Paper	Dataset	Code
Satlas: A Large-Scale, Multi-Task Dataset for Remote Sensing Image Understanding	image, SAR, satellite, detection, climate
Building3D: An Urban-Scale Dataset and Benchmarks for Learning Roof Structures from Point Clouds	3D, point cloud
EgoObjects: A Large-Scale Egocentric Dataset for Fine-Grained Object Understanding	image, object, ego
Equivariant Similarity for Vision-Language Foundation Models	image, similarity, caption
MOSE: A New Dataset for Video Object Segmentation in Complex Scenes	video, segmentation, tracking
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes	multi-object tracking, sports

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
MVImgNet: A Large-scale Dataset of Multi-view Images	multi-view, image
GeoNet: Benchmarking Unsupervised Adaptation across Geographies	geolocation, image
Joint HDR Denoising and Fusion: A Real-World Mobile HDR Image Dataset	denoising, image
Spring: A High-Resolution High-Detail Dataset and Benchmark for Scene Flow, Optical Flow and Stereo	optical flow, stereo, image
ImageNet-E: Benchmarking Neural Network Robustness via Attribute Editing	image, editing
ARKitTrack: A New Diverse Dataset for Tracking Using Mobile RGB-D Data	RGB-D, segmentation, video
Diverse Embedding Expansion Network and Low-Light Cross-Modality Benchmark for Visible-Infrared Person Re-identification	low-light, cross-modal, IR
JRDB-Pose: A Large-scale Dataset for Multi-Person Pose Estimation and Tracking	pose estimation, image, keypoint, tracking
A New Benchmark: On the Utility of Synthetic Data with Blender for Bare Supervised Learning and Downstream Domain Adaptation	synthetic, domain adaptation, supervised

Title	Tags	Paper	Dataset	Code
DreamSim: Learning New Dimensions of Human Visual Similarity using Synthetic Data	perceptual similarity, image, synthetic, diffusion, JND, 2AFC

Title	Tags	Paper	Dataset	Code
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
The Caltech Fish Counting Dataset: A Benchmark for Multiple-Object Tracking and Counting	conservation, detection, SONAR, video, tracking, counting

Title	Tags	Paper	Dataset	Code
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

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.