Dataset Generation

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

No dataset record in the archive lists this task.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 144 papers with code (308 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Rethinking Table Recognition using Graph Neural Networks
  31 May 2019 5 repositories listed
  In this paper, we propose an architecture based on graph networks as a better alternative to standard neural networks for table recognition.
• Segmenting Unknown 3D Objects from Real Depth Images using Mask R-CNN Trained on Synthetic Data
  16 Sep 2018 4 repositories listed
  We train a variant of Mask R-CNN with domain randomization on the generated dataset to perform category-agnostic instance segmentation without any hand-labeled data and we evaluate the trained network, which we refer to…
• Cephalo: Multi-Modal Vision-Language Models for Bio-Inspired Materials Analysis and Design
  29 May 2024 3 repositories listed
  We present Cephalo, a series of multimodal vision large language models (V-LLMs) designed for materials science applications, integrating visual and linguistic data for enhanced understanding.
• Masked Face Dataset Generation and Masked Face Recognition
  13 Nov 2023 3 repositories listed
  In the post-pandemic era, wearing face masks has posed great challenge to the ordinary face recognition.
• Learning-based NLOS Detection and Uncertainty Prediction of GNSS Observations with Transformer-Enhanced LSTM Network
  1 Sep 2023 3 repositories listed
  This work proposes a deep-learning-based method to detect NLOS receptions and predict GNSS pseudorange errors by analyzing GNSS observations as a spatio-temporal modeling problem.
• Scrape, Cut, Paste and Learn: Automated Dataset Generation Applied to Parcel Logistics
  18 Oct 2022 3 repositories listed
  This approach of image scraping and selection relaxes the need for a real-world domain-specific dataset that must be either publicly available or created for this purpose.
• ZeroGen: Efficient Zero-shot Learning via Dataset Generation
  16 Feb 2022 3 repositories listed Syntology ran 3 of 7 samples · 4 unverified · 7 pointer-only (licence)
  There is a growing interest in dataset generation recently due to the superior generative capacity of large pre-trained language models (PLMs).
• Real-Time Per-Garment Virtual Try-On with Temporal Consistency for Loose-Fitting Garments
  14 Jun 2025 2 repositories listed
  This enhances the robustness of semantic map estimation under loose-fitting garments during garment-specific dataset generation.
• OpenLS-DGF: An Adaptive Open-Source Dataset Generation Framework for Machine Learning Tasks in Logic Synthesis
  14 Nov 2024 2 repositories listed
  This paper introduces OpenLS-DGF, an adaptive logic synthesis dataset generation framework, to enhance machine learning~(ML) applications within the logic synthesis process.
• PADetBench: Towards Benchmarking Physical Attacks against Object Detection
  17 Aug 2024 2 repositories listed
  Moreover, physical dynamics and cross-domain transformation are challenging to strictly regulate in the real world, leading to unaligned evaluation and comparison, severely hindering the development of physically robust…
• DataDream: Few-shot Guided Dataset Generation
  15 Jul 2024 2 repositories listed Syntology ran 17 of 21 samples · 4 unverified · 21 pointer-only (licence)
  While text-to-image diffusion models have been shown to achieve state-of-the-art results in image synthesis, they have yet to prove their effectiveness in downstream applications.
• Semantically Rich Local Dataset Generation for Explainable AI in Genomics
  3 Jul 2024 2 repositories listed
  Black box deep learning models trained on genomic sequences excel at predicting the outcomes of different gene regulatory mechanisms.
• Forcing Diffuse Distributions out of Language Models
  16 Apr 2024 2 repositories listed Syntology ran 2 of 3 samples · 1 unverified
  Despite being trained specifically to follow user instructions, today's instructiontuned language models perform poorly when instructed to produce random outputs.
• Learning to Compute Gröbner Bases
  21 Nov 2023 2 repositories listed Syntology ran 12 of 18 samples · 6 unverified · 17 pointer-only (licence)
  Solving a polynomial system, or computing an associated Gr\"obner basis, has been a fundamental task in computational algebra.
• Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph Engineering
  31 Aug 2023 2 repositories listed
  As the field of Large Language Models (LLMs) evolves at an accelerated pace, the critical need to assess and monitor their performance emerges.
• ProGen: Progressive Zero-shot Dataset Generation via In-context Feedback
  22 Oct 2022 2 repositories listed
  To improve the quality of dataset synthesis, we propose a progressive zero-shot dataset generation framework, ProGen, which leverages the feedback from the task-specific model to guide the generation of new training…
• Semantic Segmentation for Autonomous Driving: Model Evaluation, Dataset Generation, Perspective Comparison, and Real-Time Capability
  26 Jul 2022 2 repositories listed
  Semantic segmentation is a widely used perception method for self-driving cars that associates each pixel of an image with a predefined class.
• Smart Home Appliances: Chat with Your Fridge
  19 Dec 2019 2 repositories listed
  Current home appliances are capable to execute a limited number of voice commands such as turning devices on or off, adjusting music volume or light conditions.
• Affordance Learning for End-to-End Visuomotor Robot Control
  10 Mar 2019 2 repositories listed Syntology ran 0 of 5 samples · 5 unverified
  Training end-to-end deep robot policies requires a lot of domain-, task-, and hardware-specific data, which is often costly to provide.
• Vision Language Action Models in Robotic Manipulation: A Systematic Review
  14 Jul 2025 1 repository listed
  Vision Language Action (VLA) models represent a transformative shift in robotics, with the aim of unifying visual perception, natural language understanding, and embodied control within a single learning framework.
• Communicating Smartly in the Molecular Domain: Neural Networks in the Internet of Bio-Nano Things
  25 Jun 2025 1 repository listed
  Recent developments in the Internet of Bio-Nano Things (IoBNT) are laying the groundwork for innovative applications across the healthcare sector.
• Enhancing Clinical Models with Pseudo Data for De-identification
  15 Jun 2025 1 repository listed
  Many models are pretrained on redacted text for privacy reasons.
• Code Execution as Grounded Supervision for LLM Reasoning
  12 Jun 2025 1 repository listed
  Training large language models (LLMs) with chain-of-thought (CoT) supervision has proven effective for enhancing their reasoning abilities.
• Hierarchical Lexical Graph for Enhanced Multi-Hop Retrieval
  9 Jun 2025 1 repository listed
  Retrieval-Augmented Generation (RAG) grounds large language models in external evidence, yet it still falters when answers must be pieced together across semantically distant documents.
• MORSE-500: A Programmatically Controllable Video Benchmark to Stress-Test Multimodal Reasoning
  5 Jun 2025 1 repository listed
  Despite rapid advances in vision-language models (VLMs), current benchmarks for multimodal reasoning fall short in three key dimensions.
• TimeGraph: Synthetic Benchmark Datasets for Robust Time-Series Causal Discovery
  2 Jun 2025 1 repository listed
  Robust causal discovery in time series datasets depends on reliable benchmark datasets with known ground-truth causal relationships.
• Track Anything Annotate: Video annotation and dataset generation of computer vision models
  23 May 2025 1 repository listed
  Modern machine learning methods require significant amounts of labelled data, making the preparation process time-consuming and resource-intensive.
• F-ANcGAN: An Attention-Enhanced Cycle Consistent Generative Adversarial Architecture for Synthetic Image Generation of Nanoparticles
  23 May 2025 1 repository listed
  Nanomaterial research is becoming a vital area for energy, medicine, and materials science, and accurate analysis of the nanoparticle topology is essential to determine their properties.
• seg_3D_by_PC2D: Multi-View Projection for Domain Generalization and Adaptation in 3D Semantic Segmentation
  21 May 2025 1 repository listed
  We evaluate on the nuScenes and SemanticKITTI datasets under both the DG and UDA settings.
• Tiny QA Benchmark++: Ultra-Lightweight, Synthetic Multilingual Dataset Generation & Smoke-Tests for Continuous LLM Evaluation
  17 May 2025 1 repository listed
  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.

Syntology lines on 5 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.