10-shot image generation

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

3 leaderboard tables shown for this task (3 more in the archive withheld as spam; see /not-shown), 3 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

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

5 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

21 subtasks in the archive's task tree.

Most implemented papers archive 2025-07-28

21 shown of 21 papers with code (29 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.

• Training Generative Adversarial Networks with Limited Data
  11 Jun 2020 28 repositories listed Syntology ran 5 of 29 samples · 24 unverified · 4 pointer-only (licence)
  We also find that the widely used CIFAR-10 is, in fact, a limited data benchmark, and improve the record FID from 5.
• 12-in-1: Multi-Task Vision and Language Representation Learning
  5 Dec 2019 5 repositories listed Syntology ran 4 of 20 samples · 16 unverified · 20 pointer-only (licence)
  Much of vision-and-language research focuses on a small but diverse set of independent tasks and supporting datasets often studied in isolation; however, the visually-grounded language understanding skills required for…
• Freeze the Discriminator: a Simple Baseline for Fine-Tuning GANs
  25 Feb 2020 4 repositories listed
  Generative adversarial networks (GANs) have shown outstanding performance on a wide range of problems in computer vision, graphics, and machine learning, but often require numerous training data and heavy computational…
• Few-shot Image Generation via Cross-domain Correspondence
  13 Apr 2021 3 repositories listed Syntology ran 3 of 10 samples · 7 unverified · 10 pointer-only (licence)
  Training generative models, such as GANs, on a target domain containing limited examples (e.
• YOLOE: Real-Time Seeing Anything
  10 Mar 2025 2 repositories listed
  Object detection and segmentation are widely employed in computer vision applications, yet conventional models like YOLO series, while efficient and accurate, are limited by predefined categories, hindering adaptability…
• DiLu: A Knowledge-Driven Approach to Autonomous Driving with Large Language Models
  28 Sep 2023 2 repositories listed Syntology ran 2 of 2 samples · 0 unverified
  Recent advancements in autonomous driving have relied on data-driven approaches, which are widely adopted but face challenges including dataset bias, overfitting, and uninterpretability.
• Few-shot Image Generation via Adaptation-Aware Kernel Modulation
  29 Oct 2022 2 repositories listed Syntology ran 5 of 23 samples · 18 unverified · 1 pointer-only (licence)
  However, a major limitation of existing methods is that their knowledge preserving criteria consider only source domain/source task, and they fail to consider target domain/adaptation task in selecting source model's…
• Spherical Channels for Modeling Atomic Interactions
  29 Jun 2022 2 repositories listed
  We propose the Spherical Channel Network (SCN) to model atomic energies and forces.
• Open Deep Search: Democratizing Search with Open-source Reasoning Agents
  26 Mar 2025 1 repository listed Syntology ran 0 of 4 samples · 4 unverified
  Open Search Tool is a novel web search tool that outperforms proprietary counterparts.
• Craw4LLM: Efficient Web Crawling for LLM Pretraining
  19 Feb 2025 1 repository listed
  Web crawl is a main source of large language models' (LLMs) pretraining data, but the majority of crawled web pages are discarded in pretraining due to low data quality.
• DeMo: Decoupled Momentum Optimization
  29 Nov 2024 1 repository listed
  Training large neural networks typically requires sharing gradients between accelerators through specialized high-speed interconnects.
• Blendify -- Python rendering framework for Blender
  23 Oct 2024 1 repository listed Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
  With the rapid growth of the volume of research fields like computer vision and computer graphics, researchers require effective and user-friendly rendering tools to visualize results.
• Show-o: One Single Transformer to Unify Multimodal Understanding and Generation
  22 Aug 2024 1 repository listed
  We present a unified transformer, i.
• UrbanGPT: Spatio-Temporal Large Language Models
  25 Feb 2024 1 repository listed Syntology ran 7 of 12 samples · 5 unverified
  These findings highlight the potential of building large language models for spatio-temporal learning, particularly in zero-shot scenarios where labeled data is scarce.
• Feature Mapping in Physics-Informed Neural Networks (PINNs)
  10 Feb 2024 1 repository listed
  In this paper, the training dynamics of PINNs with a feature mapping layer via the limiting Conjugate Kernel and Neural Tangent Kernel is investigated, shedding light on the convergence of PINNs; Although the commonly…
• ClusterFomer: Clustering As A Universal Visual Learner
  21 Sep 2023 1 repository listed
  This work aims to initiate a paradigm shift in universal visual understanding and to benefit the broader field.
• Spatially Resolved Gene Expression Prediction from Histology Images via Bi-modal Contrastive Learning
  21 Sep 2023 1 repository listed
  Our results demonstrate the potential of BLEEP to provide insights into the molecular mechanisms underlying tissue architecture, with important implications in diagnosis and research of various diseases.
• Learning to solve TV regularised problems with unrolled algorithms
  1 Dec 2020 1 repository listed
  In this paper, we accelerate such iterative algorithms by unfolding proximal gradient descent solvers in order to learn their parameters for 1D TV regularized problems.
• Multiple-image encryption and hiding with an optical diffractive neural network
  21 Feb 2019 1 repository listed
  In our proposed scheme, multiple input images can be simultaneously fed to an optical diffractive neural network (DNN) system and each corresponding output image will be displayed in a non-overlap sub-region in the…
• Leolani: a reference machine with a theory of mind for social communication
  5 Jun 2018 1 repository listed
  Our state of mind is based on experiences and what other people tell us.
• Transferring GANs: generating images from limited data
  4 May 2018 1 repository listed
  Transferring the knowledge of pretrained networks to new domains by means of finetuning is a widely used practice for applications based on discriminative models.

Syntology lines on 8 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.