Scene Classification

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

2 leaderboard tables shown for this task, 2 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

23 datasets 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 148 papers with code (453 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.

• Spatial Information Considered Network for Scene Classification
  18 May 2020 4 repositories listed
  Besides, we present an RSI scene classification dataset named as CSU-RSISC10 dataset to preserve the spatial information between scenes in a new way of organization.
• Remote Sensing Image Scene Classification: Benchmark and State of the Art
  1 Mar 2017 4 repositories listed
  During the past years, significant efforts have been made to develop various datasets or present a variety of approaches for scene classification from remote sensing images.
• RSMamba: Remote Sensing Image Classification with State Space Model
  28 Mar 2024 3 repositories listed Syntology ran 8 of 10 samples · 2 unverified
  Remote sensing image classification forms the foundation of various understanding tasks, serving a crucial function in remote sensing image interpretation.
• Vision-Language Models in Remote Sensing: Current Progress and Future Trends
  9 May 2023 3 repositories listed
  Existing AI-related research in remote sensing primarily focuses on visual understanding tasks while neglecting the semantic understanding of the objects and their relationships.
• Generalized Scene Classification from Small-Scale Datasets with Multi-Task Learning
  8 Oct 2021 3 repositories listed
  Concretely, the MTLN consists of a shared branch for all tasks and multiple task-specific branches with each for one task.
• Scene-Graph Augmented Data-Driven Risk Assessment of Autonomous Vehicle Decisions
  31 Aug 2020 3 repositories listed
  Finally, we demonstrate that the use of spatial and temporal attention layers improves our model's performance by 2.
• The Receptive Field as a Regularizer in Deep Convolutional Neural Networks for Acoustic Scene Classification
  3 Jul 2019 3 repositories listed
  To this end, we analyse the receptive field (RF) of these CNNs and demonstrate the importance of the RF to the generalization capability of the models.
• SEN12MS -- A Curated Dataset of Georeferenced Multi-Spectral Sentinel-1/2 Imagery for Deep Learning and Data Fusion
  18 Jun 2019 3 repositories listed
  The availability of curated large-scale training data is a crucial factor for the development of well-generalizing deep learning methods for the extraction of geoinformation from multi-sensor remote sensing imagery.
• Deep CNNs Meet Global Covariance Pooling: Better Representation and Generalization
  15 Apr 2019 3 repositories listed Syntology ran 3 of 5 samples · 2 unverified · 3 pointer-only (licence)
  The proposed methods are highly modular, readily plugged into existing deep CNNs.
• Let there be color!: joint end-to-end learning of global and local image priors for automatic image colorization with simultaneous classification
  1 Jul 2016 3 repositories listed
  We present a novel technique to automatically colorize grayscale images that combines both global priors and local image features.
• VHM: Versatile and Honest Vision Language Model for Remote Sensing Image Analysis
  29 Mar 2024 2 repositories listed Syntology ran 2 of 4 samples · 2 unverified
  VHM is built on a large-scale remote sensing image-text dataset with rich-content captions (VersaD), and an honest instruction dataset comprising both factual and deceptive questions (HnstD).
• MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining
  20 Mar 2024 2 repositories listed Syntology ran 4 of 5 samples · 1 unverified
  However, transferring the pretrained models to downstream tasks may encounter task discrepancy due to their formulation of pretraining as image classification or object discrimination tasks.
• Efficient Multi-Resolution Fusion for Remote Sensing Data with Label Uncertainty
  7 Feb 2024 2 repositories listed
  Previously, we developed a Multiple Instance Multi-Resolution Fusion (MIMRF) framework that addresses label uncertainty for fusion, but it can be slow to train due to the large search space for the fuzzy measures used…
• Decoupling Common and Unique Representations for Multimodal Self-supervised Learning
  11 Sep 2023 2 repositories listed Syntology ran 6 of 7 samples · 1 unverified
  The increasing availability of multi-sensor data sparks wide interest in multimodal self-supervised learning.
• Efficient Multi-Task Scene Analysis with RGB-D Transformers
  8 Jun 2023 2 repositories listed
  However, we show that the dual CNN-based encoder of EMSANet can be replaced with a single Transformer-based encoder.
• Efficient Multi-Task RGB-D Scene Analysis for Indoor Environments
  10 Jul 2022 2 repositories listed
  In order to evaluate our multi-task approach, we extend the annotations of the common RGB-D indoor datasets NYUv2 and SUNRGB-D for instance segmentation and orientation estimation.
• Debiased Self-Training for Semi-Supervised Learning
  15 Feb 2022 2 repositories listed
  Yet these datasets are time-consuming and labor-exhaustive to obtain on realistic tasks.
• A system of vision sensor based deep neural networks for complex driving scene analysis in support of crash risk assessment and prevention
  18 Jun 2021 2 repositories listed
  The paper further evaluates the performance of the Multi-Net and the efficiency of the developed system.
• Understanding the Role of Individual Units in a Deep Neural Network
  10 Sep 2020 2 repositories listed Syntology ran 4 of 4 samples · 0 unverified · 4 pointer-only (licence)
  Second, we use a similar analytic method to analyze a generative adversarial network (GAN) model trained to generate scenes.
• Emergent Properties of Foveated Perceptual Systems
  14 Jun 2020 2 repositories listed Syntology ran 4 of 9 samples · 5 unverified
  The primary model has a foveated-textural input stage, which we compare to a model with foveated-blurred input and a model with spatially-uniform blurred input (both matched for perceptual compression), and a final…
• Receptive-field-regularized CNN variants for acoustic scene classification
  5 Sep 2019 2 repositories listed
  One side effect of restricting the RF of CNNs is that more frequency information is lost.
• Deep-Learning-Based Aerial Image Classification for Emergency Response Applications Using Unmanned Aerial Vehicles
  20 Jun 2019 2 repositories listed
  Unmanned Aerial Vehicles (UAVs), equipped with camera sensors can facilitate enhanced situational awareness for many emergency response and disaster management applications since they are capable of operating in remote…
• A Remote Sensing Image Dataset for Cloud Removal
  3 Jan 2019 2 repositories listed
  Removing clouds is an indispensable pre-processing step in remote sensing image analysis.
• Training neural audio classifiers with few data
  24 Oct 2018 2 repositories listed
  We investigate supervised learning strategies that improve the training of neural network audio classifiers on small annotated collections.
• A multi-device dataset for urban acoustic scene classification
  25 Jul 2018 2 repositories listed Syntology ran 1 of 2 samples · 1 unverified
  This paper introduces the acoustic scene classification task of DCASE 2018 Challenge and the TUT Urban Acoustic Scenes 2018 dataset provided for the task, and evaluates the performance of a baseline system in the task.
• A Simple Fusion of Deep and Shallow Learning for Acoustic Scene Classification
  19 Jun 2018 2 repositories listed
  In this paper, we propose a system that consists of a simple fusion of two methods of the aforementioned types: a deep learning approach where log-scaled mel-spectrograms are input to a convolutional neural network, and…
• Exploring Models and Data for Remote Sensing Image Caption Generation
  21 Dec 2017 2 repositories listed
  Finally, a comprehensive review is presented on the proposed data set to fully advance the task of remote sensing caption.
• Knowledge Guided Disambiguation for Large-Scale Scene Classification with Multi-Resolution CNNs
  4 Oct 2016 2 repositories listed
  Convolutional Neural Networks (CNNs) have made remarkable progress on scene recognition, partially due to these recent large-scale scene datasets, such as the Places and Places2.
• A Challenge to Build Neuro-Symbolic Video Agents
  20 May 2025 1 repository listed
  Modern video understanding systems excel at tasks such as scene classification, object detection, and short video retrieval.
• Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge
  3 May 2025 1 repository listed
  This paper presents the Low-Complexity Acoustic Scene Classification with Device Information Task of the DCASE 2025 Challenge and its baseline system.

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.