SOTAVerified

Dataset Generation

The task involves enhancing the training of target application (e.g. autonomous driving systems) by generating datasets of diverse and critical elements (e.g. traffic scenarios). Traditional methods rely on expensive and limited datasets, which often fail to capture rare but essential situations that can pose risks during testing.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 176–200 of 308 papers

TitleStatusHype
Are You Sure? Rank Them Again: Repeated Ranking For Better Preference Datasets—0
SynDy: Synthetic Dynamic Dataset Generation Framework for Misinformation Tasks—0
BEHAVIOR Vision Suite: Customizable Dataset Generation via Simulation—0
Stable Diffusion Dataset Generation for Downstream Classification Tasks—0
UniGen: Universal Domain Generalization for Sentiment Classification via Zero-shot Dataset GenerationCode0
Generative Dataset Distillation: Balancing Global Structure and Local Details—0
Learning Wireless Data Knowledge Graph for Green Intelligent Communications: Methodology and Experiments—0
Multi-fingered Robotic Hand Grasping in Cluttered Environments through Hand-object Contact Semantic Mapping—0
Generating Synthetic Ground Truth Distributions for Multi-step Trajectory Prediction using Probabilistic Composite Bézier Curves—0
Injecting New Knowledge into Large Language Models via Supervised Fine-Tuning—0
Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs—0
Block and Detail: Scaffolding Sketch-to-Image Generation—0
NToP: NeRF-Powered Large-scale Dataset Generation for 2D and 3D Human Pose Estimation in Top-View Fisheye ImagesCode0
Clustering in Dynamic Environments: A Framework for Benchmark Dataset Generation With Heterogeneous ChangesCode0
Improving Sentence Embeddings with Automatic Generation of Training Data Using Few-shot ExamplesCode0
KoCoSa: Korean Context-aware Sarcasm Detection DatasetCode0
Deep learning-driven scheduling algorithm for a single machine problem minimizing the total tardiness—0
Accelerating PDE Data Generation via Differential Operator Action in Solution Space—0
Evaluating ML-Based Anomaly Detection Across Datasets of Varied Integrity: A Case StudyCode0
Synthetic Dialogue Dataset Generation using LLM AgentsCode0
Real-time object detection and robotic manipulation for agriculture using a YOLO-based learning approach—0
Synthetic data enables faster annotation and robust segmentation for multi-object grasping in clutter—0
GTAutoAct: An Automatic Datasets Generation Framework Based on Game Engine Redevelopment for Action Recognition—0
Icy Moon Surface Simulation and Stereo Depth Estimation for Sampling AutonomyCode0
FinLLMs: A Framework for Financial Reasoning Dataset Generation with Large Language Models—0
Show:102550
← PrevPage 8 of 13Next →

No leaderboard results yet.