Papers Dataset Generation
“Dataset Generation” 태그가 달린 논문 308편 · 필터 해제
Contextual Paralinguistic Data Creation for Multi-Modal Speech-LLM: Data Condensation and Spoken QA Generation
Current speech-LLMs exhibit limited capability in contextual reasoning alongside paralinguistic understanding, primarily due to the lack of Question-Answer (QA) datasets that cover both aspects. We propose a novel framew…
Dataset GenerationScalable Video-to-Dataset Generation for Cross-Platform Mobile Agents
Recent advancements in Large Language Models (LLMs) and Vision-Language Models (VLMs) have sparked significant interest in developing GUI visual agents. We introduce MONDAY (Mobile OS Navigation Task Dataset for Agents f…
Dataset GenerationOptical Character Recognition (OCR)Event-based Star Tracking under Spacecraft Jitter: the e-STURT Dataset
Jitter degrades a spacecraft's fine-pointing ability required for optical communication, earth observation, and space domain awareness. Development of jitter estimation and compensation algorithms requires high-fidelity …
Dataset GenerationEarth ObservationTiny QA Benchmark++: Ultra-Lightweight, Synthetic Multilingual Dataset Generation & Smoke-Tests for Continuous LLM Evaluation
Tiny QA Benchmark++ (TQB++) presents an ultra-lightweight, multilingual smoke-test suite designed to give large-language-model (LLM) pipelines a unit-test style safety net dataset that runs in seconds with minimal cost. …
Dataset GenerationGPULarge Language ModelMMLU+2LoFT: LoRA-fused Training Dataset Generation with Few-shot Guidance
Despite recent advances in text-to-image generation, using synthetically generated data seldom brings a significant boost in performance for supervised learning. Oftentimes, synthetic datasets do not faithfully recreate …
Dataset GenerationDiversityImage GenerationText to Image Generation+1Noisemaker 3D: Comprehensive Framework for Mesh Noise Generation
In this article, we present a comprehensive library for generating node and topological noise in meshes. The library provides a versatile tool for creating corrupted mesh datasets, which are essential for learning-based …
3D Mesh Denoising3D Noise GenerationDataset GenerationDenoisingIrrMap: A Large-Scale Comprehensive Dataset for Irrigation Method Mapping
We introduce IrrMap, the first large-scale dataset (1.1 million patches) for irrigation method mapping across regions. IrrMap consists of multi-resolution satellite imagery from LandSat and Sentinel, along with key auxil…
Dataset GenerationGuidance for Intra-cardiac Echocardiography Manipulation to Maintain Continuous Therapy Device Tip Visibility
Intra-cardiac Echocardiography (ICE) plays a critical role in Electrophysiology (EP) and Structural Heart Disease (SHD) interventions by providing real-time visualization of intracardiac structures. However, maintaining …
Data AugmentationDataset GenerationBounding Box-Guided Diffusion for Synthesizing Industrial Images and Segmentation Map
Synthetic dataset generation in Computer Vision, particularly for industrial applications, is still underexplored. Industrial defect segmentation, for instance, requires highly accurate labels, yet acquiring such data is…
Dataset GenerationSegmentationEstimating Commonsense Scene Composition on Belief Scene Graphs
This work establishes the concept of commonsense scene composition, with a focus on extending Belief Scene Graphs by estimating the spatial distribution of unseen objects. Specifically, the commonsense scene composition …
Dataset GenerationDocument Retrieval Augmented Fine-Tuning (DRAFT) for safety-critical software assessments
Safety critical software assessment requires robust assessment against complex regulatory frameworks, a process traditionally limited by manual evaluation. This paper presents Document Retrieval-Augmented Fine-Tuning (DR…
Dataset GenerationLanguage ModelingLanguage ModellingLarge Language Model+3TF1-EN-3M: Three Million Synthetic Moral Fables for Training Small, Open Language Models
Moral stories are a time-tested vehicle for transmitting values, yet modern NLP lacks a large, structured corpus that couples coherent narratives with explicit ethical lessons. We close this gap with TF1-EN-3M, the first…
BenchmarkingDataset GenerationGPUInstruction FollowingV$^2$R-Bench: Holistically Evaluating LVLM Robustness to Fundamental Visual Variations
Large Vision Language Models (LVLMs) excel in various vision-language tasks. Yet, their robustness to visual variations in position, scale, orientation, and context that objects in natural scenes inevitably exhibit due t…
Dataset GenerationObject RecognitionPositionMirrorVerse: Pushing Diffusion Models to Realistically Reflect the World
Diffusion models have become central to various image editing tasks, yet they often fail to fully adhere to physical laws, particularly with effects like shadows, reflections, and occlusions. In this work, we address the…
Dataset GenerationUnreal Robotics Lab: A High-Fidelity Robotics Simulator with Advanced Physics and Rendering
High-fidelity simulation is essential for robotics research, enabling safe and efficient testing of perception, control, and navigation algorithms. However, achieving both photorealistic rendering and accurate physics mo…
BenchmarkingDataset GenerationVisual NavigationGeometric Generality of Transformer-Based Gröbner Basis Computation
The intersection of deep learning and symbolic mathematics has seen rapid progress in recent years, exemplified by the work of Lample and Charton. They demonstrated that effective training of machine learning models for …
Dataset GenerationDeepWheel: Generating a 3D Synthetic Wheel Dataset for Design and Performance Evaluation
Data-driven design is emerging as a powerful strategy to accelerate engineering innovation. However, its application to vehicle wheel design remains limited due to the lack of large-scale, high-quality datasets that incl…
3D geometryDataset GenerationDepth EstimationReasoning Inconsistencies and How to Mitigate Them in Deep Learning
The recent advancements in Deep Learning models and techniques have led to significant strides in performance across diverse tasks and modalities. However, while the overall capabilities of models show promising growth, …
Dataset GenerationDeep LearningFairnessKnowledge GraphsConcept-Aware LoRA for Domain-Aligned Segmentation Dataset Generation
This paper addresses the challenge of data scarcity in semantic segmentation by generating datasets through text-to-image (T2I) generation models, reducing image acquisition and labeling costs. Segmentation dataset gener…
Dataset GenerationDomain GeneralizationScene SegmentationSegmentation+1ColabSfM: Collaborative Structure-from-Motion by Point Cloud Registration
Structure-from-Motion (SfM) is the task of estimating 3D structure and camera poses from images. We define Collaborative SfM (ColabSfM) as sharing distributed SfM reconstructions. Sharing maps requires estimating a joint…
Dataset GenerationPoint Cloud Registration