Relation Network

Benchmarks archive 2025-07-28

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Datasets archive 2025-07-28

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Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

30 shown of 59 papers with code (123 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.

• Learning to Compare: Relation Network for Few-Shot Learning
  16 Nov 2017 13 repositories listed Syntology ran 1 of 2 samples · 1 unverified · 1 pointer-only (licence)
  Once trained, a RN is able to classify images of new classes by computing relation scores between query images and the few examples of each new class without further updating the network.
• AVA-AVD: Audio-Visual Speaker Diarization in the Wild
  29 Nov 2021 9 repositories listed
  Audio-visual speaker diarization aims at detecting "who spoke when" using both auditory and visual signals.
• Local Relation Networks for Image Recognition
  25 Apr 2019 5 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  The convolution layer has been the dominant feature extractor in computer vision for years.
• Temporal Relational Reasoning in Videos
  22 Nov 2017 5 repositories listed Syntology ran 2 of 3 samples · 1 unverified · 3 pointer-only (licence)
  Temporal relational reasoning, the ability to link meaningful transformations of objects or entities over time, is a fundamental property of intelligent species.
• 1st place solution for AVA-Kinetics Crossover in AcitivityNet Challenge 2020
  16 Jun 2020 3 repositories listed
  This technical report introduces our winning solution to the spatio-temporal action localization track, AVA-Kinetics Crossover, in ActivityNet Challenge 2020.
• Actor-Context-Actor Relation Network for Spatio-Temporal Action Localization
  14 Jun 2020 3 repositories listed Syntology ran 1 of 27 samples · 26 unverified
  We propose to explicitly model the Actor-Context-Actor Relation, which is the relation between two actors based on their interactions with the context.
• Temporal Relational Ranking for Stock Prediction
  25 Sep 2018 3 repositories listed Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
  Our RSR method advances existing solutions in two major aspects: 1) tailoring the deep learning models for stock ranking, and 2) capturing the stock relations in a time-sensitive manner.
• 1st Place Solution for PSG competition with ECCV'22 SenseHuman Workshop
  6 Feb 2023 2 repositories listed
  Panoptic Scene Graph (PSG) generation aims to generate scene graph representations based on panoptic segmentation instead of rigid bounding boxes.
• One Thing One Click: A Self-Training Approach for Weakly Supervised 3D Semantic Segmentation
  6 Apr 2021 2 repositories listed Syntology ran 2 of 6 samples · 4 unverified
  Point cloud semantic segmentation often requires largescale annotated training data, but clearly, point-wise labels are too tedious to prepare.
• Dynamic Hybrid Relation Network for Cross-Domain Context-Dependent Semantic Parsing
  5 Jan 2021 2 repositories listed
  Semantic parsing has long been a fundamental problem in natural language processing.
• Foreground-Aware Relation Network for Geospatial Object Segmentation in High Spatial Resolution Remote Sensing Imagery
  19 Nov 2020 2 repositories listed
  However, general semantic segmentation methods mainly focus on scale variation in the natural scene, with inadequate consideration of the other two problems that usually happen in the large area earth observation scene.
• Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question Answering
  1 May 2020 2 repositories listed
  Existing work on augmenting question answering (QA) models with external knowledge (e.
• Unraveling the geometry of visual relational reasoning
  24 Feb 2025 1 repository listed
  To investigate how neural networks generalize abstract relations, we introduce SimplifiedRPM, a novel benchmark for systematic evaluation.
• MemSim: A Bayesian Simulator for Evaluating Memory of LLM-based Personal Assistants
  30 Sep 2024 1 repository listed
  LLM-based agents have been widely applied as personal assistants, capable of memorizing information from user messages and responding to personal queries.
• An All-MLP Sequence Modeling Architecture That Excels at Copying
  23 Jun 2024 1 repository listed Syntology ran 1 of 2 samples · 1 unverified
  Recent work demonstrated Transformers' ability to efficiently copy strings of exponential sizes, distinguishing them from other architectures.
• DHRNet: A Dual-Path Hierarchical Relation Network for Multi-Person Pose Estimation
  22 Apr 2024 1 repository listed
  Multi-person pose estimation (MPPE) presents a formidable yet crucial challenge in computer vision.
• Unsupervised Representation Learning to Aid Semi-Supervised Meta Learning
  19 Oct 2023 1 repository listed
  We use augmented samples as the query set during the training phase of the unsupervised meta-learning.
• IDRNet: Intervention-Driven Relation Network for Semantic Segmentation
  16 Oct 2023 1 repository listed
  Next, a deletion diagnostics procedure is conducted to model relations of these semantic-level representations via perceiving the network outputs and the extracted relations are utilized to guide the semantic-level…
• FarSeg++: Foreground-Aware Relation Network for Geospatial Object Segmentation in High Spatial Resolution Remote Sensing Imagery
  13 Jul 2023 1 repository listed
  Generic semantic segmentation methods mainly focus on the scale variation in natural scenarios.
• Multistage Relation Network With Dual-Metric for Few-Shot Hyperspectral Image Classification
  28 Apr 2023 1 repository listed
  In addition, an adaptive weighting strategy is designed to fuse the obtained relation scores, and classification can be achieved by assigning each query sample to the class with the highest value of the fused relation…
• Relational Context Learning for Human-Object Interaction Detection
  11 Apr 2023 1 repository listed Syntology ran 10 of 12 samples · 2 unverified · 12 pointer-only (licence)
  Recent state-of-the-art methods for HOI detection typically build on transformer architectures with two decoder branches, one for human-object pair detection and the other for interaction classification.
• You Only Need One Thing One Click: Self-Training for Weakly Supervised 3D Scene Understanding
  26 Mar 2023 1 repository listed
  3D scene understanding, e.
• Zero-Shot Everything Sketch-Based Image Retrieval, and in Explainable Style
  25 Mar 2023 1 repository listed Syntology ran 12 of 16 samples · 4 unverified
  This paper studies the problem of zero-short sketch-based image retrieval (ZS-SBIR), however with two significant differentiators to prior art (i) we tackle all variants (inter-category, intra-category, and cross…
• Few-Shot Referring Relationships in Videos
  1 Jan 2023 1 repository listed
  Given a query visual relationship as <subject, predicate, object> and a test video, our objective is to localize the subject and object that are connected via the predicate.
• Fast Learning of Dynamic Hand Gesture Recognition with Few-Shot Learning Models
  16 Dec 2022 1 repository listed
  Savings were defined as the number of additional observations required when a Deep Learning model is trained on new hand gestures instead of a Few Shot Learning model.
• PAC-MAN: Multi-Relation Network in Social Community for Personalized Hashtag Recommendation
  14 Dec 2022 1 repository listed
  In this paper, we propose a novel integral model for personalized hashtag recommendation named PAC-MAN, which explores high-order multiple relations to model fruitful user and hashtag representation before fusing with…
• Classifying Ambiguous Identities in Hidden-Role Stochastic Games with Multi-Agent Reinforcement Learning
  24 Oct 2022 1 repository listed
  In this work, we develop a novel identity detection reinforcement learning (IDRL) framework that allows an agent to dynamically infer the identities of nearby agents and select an appropriate policy to accomplish the…
• I^2R-Net: Intra- and Inter-Human Relation Network for Multi-Person Pose Estimation
  22 Jun 2022 1 repository listed
  In this paper, we present the Intra- and Inter-Human Relation Networks (I^2R-Net) for Multi-Person Pose Estimation.
• Unsupervised Meta Learning With Multiview Constraints for Hyperspectral Image Small Sample set Classification
  5 May 2022 1 repository listed
  However, the existing methods based on meta learning still need to construct a labeled source data set with several pre-collected HSIs, and must utilize a large number of labeled samples for meta-training, which is…
• HPRN: Holistic Prior-embedded Relation Network for Spectral Super-Resolution
  29 Dec 2021 1 repository listed
  Spectral super-resolution (SSR) refers to the hyperspectral image (HSI) recovery from an RGB counterpart.

Syntology lines on 9 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.