Papers with Data

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!

NeurIPS 2023

We've combed through the 2384 papers accepted to NeurIPS in 2023 and compiled a short-list of papers introducing exciting new datasets.

Title	Tags	Paper	Dataset	Code
DreamSim: Learning New Dimensions of Human Visual Similarity using Synthetic Data	perceptual similarity, image, synthetic, diffusion, JND, 2AFC
Visual Instruction Tuning	vision-language, llm, instruction-tuning, image, multimodal
ImageReward: Learning and Evaluating Human Preferences for Text-to-Image Generation	reward-model, image, text-to-image, synthetic, human-preference, alignment
MagicBrush: A Manually Annotated Dataset for Instruction-Guided Image Editing	image-editing, synthetic, image, instruction
REAL3D-AD	3D, point-cloud, anomaly-detection

WACV 2024

Title	Tags	Paper	Dataset	Code
dacl10k: Benchmark for Semantic Bridge Damage Segmentation	image, semantic segmentation, classification, construction, defect

ICCV 2023

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

CVPR 2023

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

Papers from 2022

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

Classics

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

Contributing 👋

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.

Note

This repository is inspired by paperswithcode, and the template was adapted from top-cvpr-2023-papers.