Attribute

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

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

Most implemented papers archive 2025-07-28

30 shown of 1,923 papers with code (5,387 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.

• Analyzing and Improving the Image Quality of StyleGAN
  3 Dec 2019 126 repositories listed Syntology ran 29 of 92 samples · 63 unverified · 18 pointer-only (licence)
  Overall, our improved model redefines the state of the art in unconditional image modeling, both in terms of existing distribution quality metrics as well as perceived image quality.
• CSPNet: A New Backbone that can Enhance Learning Capability of CNN
  27 Nov 2019 123 repositories listed
  Neural networks have enabled state-of-the-art approaches to achieve incredible results on computer vision tasks such as object detection.
• StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation
  24 Nov 2017 35 repositories listed Syntology ran 4 of 7 samples · 3 unverified · 5 pointer-only (licence)
  To address this limitation, we propose StarGAN, a novel and scalable approach that can perform image-to-image translations for multiple domains using only a single model.
• CIDEr: Consensus-based Image Description Evaluation
  20 Nov 2014 24 repositories listed Syntology ran 12 of 32 samples · 20 unverified · 27 pointer-only (licence)
  We propose a novel paradigm for evaluating image descriptions that uses human consensus.
• Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC)
  9 Feb 2019 18 repositories listed Syntology ran 3 of 17 samples · 14 unverified
  This work summarizes the results of the largest skin image analysis challenge in the world, hosted by the International Skin Imaging Collaboration (ISIC), a global partnership that has organized the world's largest…
• StarGAN-VC: Non-parallel many-to-many voice conversion with star generative adversarial networks
  6 Jun 2018 14 repositories listed Syntology ran 2 of 4 samples · 2 unverified · 4 pointer-only (licence)
  This paper proposes a method that allows non-parallel many-to-many voice conversion (VC) by using a variant of a generative adversarial network (GAN) called StarGAN.
• Deep Feature Consistent Variational Autoencoder
  2 Oct 2016 14 repositories listed Syntology ran 2 of 8 samples · 6 unverified · 5 pointer-only (licence)
  We present a novel method for constructing Variational Autoencoder (VAE).
• Sampling Generative Networks
  14 Sep 2016 13 repositories listed Syntology ran 1 of 15 samples · 14 unverified
  We introduce several techniques for sampling and visualizing the latent spaces of generative models.
• Closed-Form Factorization of Latent Semantics in GANs
  13 Jul 2020 11 repositories listed Syntology ran 7 of 14 samples · 7 unverified
  A rich set of interpretable dimensions has been shown to emerge in the latent space of the Generative Adversarial Networks (GANs) trained for synthesizing images.
• AttGAN: Facial Attribute Editing by Only Changing What You Want
  29 Nov 2017 10 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  Based on the encoder-decoder architecture, facial attribute editing is achieved by decoding the latent representation of the given face conditioned on the desired attributes.
• RGB-D Salient Object Detection: A Survey
  1 Aug 2020 9 repositories listed
  Further, considering that the light field can also provide depth maps, we review SOD models and popular benchmark datasets from this domain as well.
• Learning Deep Representations of Fine-grained Visual Descriptions
  17 May 2016 9 repositories listed
  State-of-the-art methods for zero-shot visual recognition formulate learning as a joint embedding problem of images and side information.
• PAMTRI: Pose-Aware Multi-Task Learning for Vehicle Re-Identification Using Highly Randomized Synthetic Data
  2 May 2020 8 repositories listed
  In comparison with person re-identification (ReID), which has been widely studied in the research community, vehicle ReID has received less attention.
• Fashionpedia: Ontology, Segmentation, and an Attribute Localization Dataset
  26 Apr 2020 8 repositories listed
  In this work we explore the task of instance segmentation with attribute localization, which unifies instance segmentation (detect and segment each object instance) and fine-grained visual attribute categorization…
• STGAN: A Unified Selective Transfer Network for Arbitrary Image Attribute Editing
  22 Apr 2019 8 repositories listed Syntology ran 1 of 16 samples · 15 unverified
  Arbitrary attribute editing generally can be tackled by incorporating encoder-decoder and generative adversarial networks.
• Plug and Play Language Models: A Simple Approach to Controlled Text Generation
  4 Dec 2019 7 repositories listed Syntology ran 4 of 22 samples · 18 unverified
  Large transformer-based language models (LMs) trained on huge text corpora have shown unparalleled generation capabilities.
• FairFace: Face Attribute Dataset for Balanced Race, Gender, and Age
  14 Aug 2019 7 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Images were collected from the YFCC-100M Flickr dataset and labeled with race, gender, and age groups.
• MaskGAN: Towards Diverse and Interactive Facial Image Manipulation
  27 Jul 2019 7 repositories listed
  To overcome these drawbacks, we propose a novel framework termed MaskGAN, enabling diverse and interactive face manipulation.
• Diverse Image-to-Image Translation via Disentangled Representations
  2 Aug 2018 7 repositories listed
  Our model takes the encoded content features extracted from a given input and the attribute vectors sampled from the attribute space to produce diverse outputs at test time.
• Equality of Opportunity in Supervised Learning
  7 Oct 2016 7 repositories listed Syntology ran 9 of 11 samples · 2 unverified
  We propose a criterion for discrimination against a specified sensitive attribute in supervised learning, where the goal is to predict some target based on available features.
• Analyzing Fairness in Deepfake Detection With Massively Annotated Databases
  11 Aug 2022 6 repositories listed
  In this work, we investigate factors causing biased detection in public Deepfake datasets by (a) creating large-scale demographic and non-demographic attribute annotations with 47 different attributes for five popular…
• StyleSpace Analysis: Disentangled Controls for StyleGAN Image Generation
  25 Nov 2020 6 repositories listed Syntology ran 5 of 5 samples · 0 unverified · 1 pointer-only (licence)
  Manipulation of visual attributes via these StyleSpace controls is shown to be better disentangled than via those proposed in previous works.
• Masked Language Model Scoring
  31 Oct 2019 6 repositories listed Syntology ran 5 of 10 samples · 5 unverified · 3 pointer-only (licence)
  Instead, we evaluate MLMs out of the box via their pseudo-log-likelihood scores (PLLs), which are computed by masking tokens one by one.
• Proximity Forest: An effective and scalable distance-based classifier for time series
  31 Aug 2018 6 repositories listed
  We demonstrate on a 1M time series Earth observation dataset that Proximity Forest retains this accuracy on datasets that are many orders of magnitude greater than those in the UCR repository, while learning its models…
• Delete, Retrieve, Generate: A Simple Approach to Sentiment and Style Transfer
  17 Apr 2018 6 repositories listed Syntology ran 0 of 8 samples · 8 unverified
  We consider the task of text attribute transfer: transforming a sentence to alter a specific attribute (e.
• KTO: Model Alignment as Prospect Theoretic Optimization
  2 Feb 2024 5 repositories listed Syntology ran 5 of 11 samples · 6 unverified · 2 pointer-only (licence)
  Kahneman & Tversky's prospect theory tells us that humans perceive random variables in a biased but well-defined manner (1992); for example, humans are famously loss-averse.
• Elucidating the Exposure Bias in Diffusion Models
  29 Aug 2023 5 repositories listed Syntology ran 15 of 19 samples · 4 unverified · 16 pointer-only (licence)
  In this paper, we systematically investigate the exposure bias problem in diffusion models by first analytically modelling the sampling distribution, based on which we then attribute the prediction error at each…
• Bidirectional Cross-Modal Knowledge Exploration for Video Recognition with Pre-trained Vision-Language Models
  31 Dec 2022 5 repositories listed
  In this paper, we propose a novel framework called BIKE, which utilizes the cross-modal bridge to explore bidirectional knowledge: i) We introduce the Video Attribute Association mechanism, which leverages the…
• Disrupting Deepfakes: Adversarial Attacks Against Conditional Image Translation Networks and Facial Manipulation Systems
  3 Mar 2020 5 repositories listed
  This type of manipulated images and video have been coined Deepfakes.
• Multi-scale Attributed Node Embedding
  28 Sep 2019 5 repositories listed Syntology ran 0 of 6 samples · 6 unverified
  We present network embedding algorithms that capture information about a node from the local distribution over node attributes around it, as observed over random walks following an approach similar to Skip-gram.

Syntology lines on 19 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.