Descriptive

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

30 shown of 462 papers with code (1,477 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.

• Conditional Generative Adversarial Nets
  6 Nov 2014 62 repositories listed Syntology ran 6 of 40 samples · 34 unverified · 6 pointer-only (licence)
  Generative Adversarial Nets [8] were recently introduced as a novel way to train generative models.
• VoxelNet: End-to-End Learning for Point Cloud Based 3D Object Detection
  17 Nov 2017 44 repositories listed Syntology ran 2 of 4 samples · 2 unverified · 4 pointer-only (licence)
  Accurate detection of objects in 3D point clouds is a central problem in many applications, such as autonomous navigation, housekeeping robots, and augmented/virtual reality.
• Conditional Image Generation with PixelCNN Decoders
  16 Jun 2016 14 repositories listed Syntology ran 4 of 14 samples · 10 unverified · 3 pointer-only (licence)
  This work explores conditional image generation with a new image density model based on the PixelCNN architecture.
• KPConv: Flexible and Deformable Convolution for Point Clouds
  18 Apr 2019 10 repositories listed Syntology ran 5 of 12 samples · 7 unverified · 3 pointer-only (licence)
  Furthermore, these locations are continuous in space and can be learned by the network.
• Fine-Tuning Language Models from Human Preferences
  18 Sep 2019 9 repositories listed Syntology ran 2 of 2 samples · 0 unverified · 1 pointer-only (licence)
  Most work on reward learning has used simulated environments, but complex information about values is often expressed in natural language, and we believe reward learning for language is a key to making RL practical and…
• Contrastive Learning of Medical Visual Representations from Paired Images and Text
  2 Oct 2020 7 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  Existing work commonly relies on fine-tuning weights transferred from ImageNet pretraining, which is suboptimal due to drastically different image characteristics, or rule-based label extraction from the textual report…
• VITON: An Image-based Virtual Try-on Network
  22 Nov 2017 7 repositories listed
  We present an image-based VIirtual Try-On Network (VITON) without using 3D information in any form, which seamlessly transfers a desired clothing item onto the corresponding region of a person using a coarse-to-fine…
• Learning Deep Features for One-Class Classification
  16 Jan 2018 5 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  We propose a deep learning-based solution for the problem of feature learning in one-class classification.
• A Convolutional Attention Network for Extreme Summarization of Source Code
  9 Feb 2016 5 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  Attention mechanisms in neural networks have proved useful for problems in which the input and output do not have fixed dimension.
• Challenges in Data-to-Document Generation
  25 Jul 2017 4 repositories listed
  Recent neural models have shown significant progress on the problem of generating short descriptive texts conditioned on a small number of database records.
• Investigating Annotator Bias in Large Language Models for Hate Speech Detection
  17 Jun 2024 3 repositories listed
  This paper serves as a crucial resource, guiding researchers and practitioners in harnessing the potential of LLMs for data annotation, thereby fostering advancements in this critical field.
• Learning Concise and Descriptive Attributes for Visual Recognition
  7 Aug 2023 3 repositories listed Syntology ran 4 of 9 samples · 5 unverified · 9 pointer-only (licence)
  Recent advances in foundation models present new opportunities for interpretable visual recognition -- one can first query Large Language Models (LLMs) to obtain a set of attributes that describe each class, then apply…
• Visual Classification via Description from Large Language Models
  13 Oct 2022 3 repositories listed Syntology ran 6 of 6 samples · 0 unverified · 3 pointer-only (licence)
  By basing decisions on these descriptors, we can provide additional cues that encourage using the features we want to be used.
• What does a platypus look like? Generating customized prompts for zero-shot image classification
  7 Sep 2022 3 repositories listed
  Unlike traditional classification models, open-vocabulary models classify among any arbitrary set of categories specified with natural language during inference.
• CENet: Toward Concise and Efficient LiDAR Semantic Segmentation for Autonomous Driving
  26 Jul 2022 3 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  Accurate and fast scene understanding is one of the challenging task for autonomous driving, which requires to take full advantage of LiDAR point clouds for semantic segmentation.
• Occupational Biases in Norwegian and Multilingual Language Models
  1 Jul 2022 3 repositories listed
  In this paper we explore how a demographic distribution of occupations, along gender dimensions, is reflected in pre-trained language models.
• SCAMPS: Synthetics for Camera Measurement of Physiological Signals
  8 Jun 2022 3 repositories listed
  The use of cameras and computational algorithms for noninvasive, low-cost and scalable measurement of physiological (e.
• Generating images from caption and vice versa via CLIP-Guided Generative Latent Space Search
  2 Feb 2021 3 repositories listed
  In this research work we present CLIP-GLaSS, a novel zero-shot framework to generate an image (or a caption) corresponding to a given caption (or image).
• Uninformed Students: Student-Teacher Anomaly Detection with Discriminative Latent Embeddings
  6 Nov 2019 3 repositories listed Syntology ran 8 of 8 samples · 0 unverified · 3 pointer-only (licence)
  Our experiments demonstrate improvements over state-of-the-art methods on a number of real-world datasets, including the recently introduced MVTec Anomaly Detection dataset that was specifically designed to benchmark…
• CLEVRER: CoLlision Events for Video REpresentation and Reasoning
  3 Oct 2019 3 repositories listed
  While these models thrive on the perception-based task (descriptive), they perform poorly on the causal tasks (explanatory, predictive and counterfactual), suggesting that a principled approach for causal reasoning…
• A Bi-directional Transformer for Musical Chord Recognition
  5 Jul 2019 3 repositories listed
  It turns out that the model was able to divide segments of chords by utilizing adaptive receptive field of the attention mechanism.
• PL-SLAM: a Stereo SLAM System through the Combination of Points and Line Segments
  26 May 2017 3 repositories listed
  This paper proposes PL-SLAM, a stereo visual SLAM system that combines both points and line segments to work robustly in a wider variety of scenarios, particularly in those where point features are scarce or not…
• A Hierarchical Approach for Generating Descriptive Image Paragraphs
  20 Nov 2016 3 repositories listed Syntology ran 0 of 9 samples · 9 unverified
  Recent progress on image captioning has made it possible to generate novel sentences describing images in natural language, but compressing an image into a single sentence can describe visual content in only coarse…
• Music transcription modelling and composition using deep learning
  29 Apr 2016 3 repositories listed
  We apply deep learning methods, specifically long short-term memory (LSTM) networks, to music transcription modelling and composition.
• Improving LSTM-based Video Description with Linguistic Knowledge Mined from Text
  6 Apr 2016 3 repositories listed
  This paper investigates how linguistic knowledge mined from large text corpora can aid the generation of natural language descriptions of videos.
• Aligning Books and Movies: Towards Story-like Visual Explanations by Watching Movies and Reading Books
  22 Jun 2015 3 repositories listed
  Books are a rich source of both fine-grained information, how a character, an object or a scene looks like, as well as high-level semantics, what someone is thinking, feeling and how these states evolve through a story.
• Dataset Distillation via Vision-Language Category Prototype
  30 Jun 2025 2 repositories listed Syntology ran 1 of 2 samples · 1 unverified · 2 pointer-only (licence)
  In this study, we integrate vision-language methods into DD by introducing text prototypes to distill language information and collaboratively synthesize data with image prototypes, thereby enhancing dataset…
• Remote Sensing Temporal Vision-Language Models: A Comprehensive Survey
  3 Dec 2024 2 repositories listed
  This survey fills a critical gap in the literature by providing an integrated overview of RSTVLM, offering a foundation for further advancements in remote sensing temporal image understanding.
• Open Digital Rights Enforcement Framework (ODRE): from descriptive to enforceable policies
  26 Sep 2024 2 repositories listed
  From centralised platforms to decentralised ecosystems, like Data Spaces, sharing data has become a paramount challenge.
• SS-GEN: A Social Story Generation Framework with Large Language Models
  22 Jun 2024 2 repositories listed
  Children with Autism Spectrum Disorder (ASD) often misunderstand social situations and struggle to participate in daily routines.

Syntology lines on 14 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.