Image-Variation

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

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

10 shown of 10 papers with code (24 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.

• Versatile Diffusion: Text, Images and Variations All in One Diffusion Model
  15 Nov 2022 3 repositories listed
  In this work, we expand the existing single-flow diffusion pipeline into a multi-task multimodal network, dubbed Versatile Diffusion (VD), that handles multiple flows of text-to-image, image-to-text, and variations in…
• Deep-Emotion: Facial Expression Recognition Using Attentional Convolutional Network
  4 Feb 2019 3 repositories listed
  In recent years, several works proposed an end-to-end framework for facial expression recognition, using deep learning models.
• Real-World Image Variation by Aligning Diffusion Inversion Chain
  30 May 2023 2 repositories listed Syntology ran 2 of 5 samples · 3 unverified
  Our pipeline enhances the generation quality of image variations by aligning the image generation process to the source image's inversion chain.
• Deep PCB To COCO Convertor
  1 May 2022 2 repositories listed
  It has 1500 image pairs.
• Prompt-Free Diffusion: Taking "Text" out of Text-to-Image Diffusion Models
  25 May 2023 1 repository listed
  Text-to-image (T2I) research has grown explosively in the past year, owing to the large-scale pre-trained diffusion models and many emerging personalization and editing approaches.
• AugStatic - A Light-Weight Image Augmentation Library
  1 May 2022 1 repository listed
  AugStatic is a custom-built image augmentation library with lower computation costs and more extraordinary salient features compared to other image augmentation libraries.
• Augmented Balanced Image Dataset Generator Using AugStatic Library
  1 May 2022 1 repository listed
  This paper focuses on the image dataset generator that balances an imbalanced dataset using the AugStatic augmentation library.
• The Way to my Heart is through Contrastive Learning: Remote Photoplethysmography from Unlabelled Video
  18 Nov 2021 1 repository listed Syntology ran 5 of 7 samples · 2 unverified · 7 pointer-only (licence)
  The ability to reliably estimate physiological signals from video is a powerful tool in low-cost, pre-clinical health monitoring.
• The Geometry of Deep Generative Image Models and its Applications
  15 Jan 2021 1 repository listed Syntology ran 3 of 4 samples · 1 unverified · 3 pointer-only (licence)
  Our results illustrate that defining the geometry of the GAN image manifold can serve as a general framework for understanding GANs.
• A Geometric Analysis of Deep Generative Image Models and Its Applications
  1 Jan 2021 1 repository listed
  We show that the use of this metric allows for more efficient optimization in the latent space (e.

Syntology lines on 3 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.