Scene Parsing

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

4 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

9 subtasks in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 80 papers with code (199 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.

• Pyramid Scene Parsing Network
  4 Dec 2016 67 repositories listed Syntology ran 7 of 29 samples · 22 unverified · 5 pointer-only (licence)
  Scene parsing is challenging for unrestricted open vocabulary and diverse scenes.
• Semantic Understanding of Scenes through the ADE20K Dataset
  18 Aug 2016 22 repositories listed Syntology ran 1 of 3 samples · 2 unverified · 1 pointer-only (licence)
  Scene parsing, or recognizing and segmenting objects and stuff in an image, is one of the key problems in computer vision.
• Panoptic Segmentation
  3 Jan 2018 9 repositories listed
  We propose and study a task we name panoptic segmentation (PS).
• Deep Dual-resolution Networks for Real-time and Accurate Semantic Segmentation of Road Scenes
  15 Jan 2021 8 repositories listed
  The proposed deep dual-resolution networks (DDRNets) are composed of two deep branches between which multiple bilateral fusions are performed.
• OCNet: Object Context Network for Scene Parsing
  4 Sep 2018 8 repositories listed
  To capture richer context information, we further combine our interlaced sparse self-attention scheme with the conventional multi-scale context schemes including pyramid pooling~\citep{zhao2017pyramid} and atrous…
• ResUNet-a: a deep learning framework for semantic segmentation of remotely sensed data
  1 Apr 2019 7 repositories listed Syntology ran 1 of 13 samples · 12 unverified
  Scene understanding of high resolution aerial images is of great importance for the task of automated monitoring in various remote sensing applications.
• Semantic Flow for Fast and Accurate Scene Parsing
  24 Feb 2020 6 repositories listed Syntology ran 1 of 8 samples · 7 unverified · 1 pointer-only (licence)
  A common practice to improve the performance is to attain high resolution feature maps with strong semantic representation.
• OneFormer: One Transformer to Rule Universal Image Segmentation
  10 Nov 2022 4 repositories listed Syntology ran 0 of 5 samples · 5 unverified
  However, such panoptic architectures do not truly unify image segmentation because they need to be trained individually on the semantic, instance, or panoptic segmentation to achieve the best performance.
• PSANet: Point-wise Spatial Attention Network for Scene Parsing
  1 Sep 2018 4 repositories listed
  We notice information flow in convolutional neural networks is restricted inside local neighborhood regions due to the physical design of convolutional filters, which limits the overall understanding of complex scenes.
• Pyramidal Convolution: Rethinking Convolutional Neural Networks for Visual Recognition
  20 Jun 2020 3 repositories listed
  This work introduces pyramidal convolution (PyConv), which is capable of processing the input at multiple filter scales.
• A Dense Material Segmentation Dataset for Indoor and Outdoor Scene Parsing
  21 Jul 2022 2 repositories listed
  A key algorithm for understanding the world is material segmentation, which assigns a label (metal, glass, etc.)
• Mesh Convolution with Continuous Filters for 3D Surface Parsing
  3 Dec 2021 2 repositories listed
  In this paper, we propose a series of modular operations for effective geometric feature learning from 3D triangle meshes.
• Kimera: from SLAM to Spatial Perception with 3D Dynamic Scene Graphs
  18 Jan 2021 2 repositories listed
  This mental model captures geometric and semantic aspects of the scene, describes the environment at multiple levels of abstractions (e.
• Minimal Solvers for Single-View Lens-Distorted Camera Auto-Calibration
  17 Nov 2020 2 repositories listed
  This paper proposes minimal solvers that use combinations of imaged translational symmetries and parallel scene lines to jointly estimate lens undistortion with either affine rectification or focal length and absolute…
• Malleable 2.5D Convolution: Learning Receptive Fields along the Depth-axis for RGB-D Scene Parsing
  18 Jul 2020 2 repositories listed Syntology ran 4 of 14 samples · 10 unverified
  In this paper, we propose a novel operator called malleable 2.
• CascadePSP: Toward Class-Agnostic and Very High-Resolution Segmentation via Global and Local Refinement
  6 May 2020 2 repositories listed Syntology ran 2 of 7 samples · 5 unverified
  In this paper, we propose a novel approach to address the high-resolution segmentation problem without using any high-resolution training data.
• Strip Pooling: Rethinking Spatial Pooling for Scene Parsing
  30 Mar 2020 2 repositories listed Syntology ran 2 of 11 samples · 9 unverified
  Spatial pooling has been proven highly effective in capturing long-range contextual information for pixel-wise prediction tasks, such as scene parsing.
• Dynamic Multi-Scale Filters for Semantic Segmentation
  1 Oct 2019 2 repositories listed
  DMNet is composed of multiple Dynamic Convolutional Modules (DCMs) arranged in parallel, each of which exploits context-aware filters to estimate semantic representation for a specific scale.
• SlimYOLOv3: Narrower, Faster and Better for Real-Time UAV Applications
  25 Jul 2019 2 repositories listed
  Drones or general Unmanned Aerial Vehicles (UAVs), endowed with computer vision function by on-board cameras and embedded systems, have become popular in a wide range of applications.
• GFF: Gated Fully Fusion for Semantic Segmentation
  3 Apr 2019 2 repositories listed
  Semantic segmentation generates comprehensive understanding of scenes through densely predicting the category for each pixel.
• Context-Aware Synthesis and Placement of Object Instances
  6 Dec 2018 2 repositories listed
  Learning to insert an object instance into an image in a semantically coherent manner is a challenging and interesting problem.
• Synscapes: A Photorealistic Synthetic Dataset for Street Scene Parsing
  19 Oct 2018 2 repositories listed
  We introduce Synscapes -- a synthetic dataset for street scene parsing created using photorealistic rendering techniques, and show state-of-the-art results for training and validation as well as new types of analysis.
• Multi-Grained Contrast for Data-Efficient Unsupervised Representation Learning
  2 Jul 2024 1 repository listed
  The existing contrastive learning methods mainly focus on single-grained representation learning, e.
• PIG: Prompt Images Guidance for Night-Time Scene Parsing
  15 Jun 2024 1 repository listed
  In this paper, we leverage Prompt Images Guidance (PIG) to enhance UDA with supplementary night knowledge.
• Few-Shot Fruit Segmentation via Transfer Learning
  4 May 2024 1 repository listed
  By leveraging pre-trained neural networks, accurate semantic segmentation of fruit in the field is achieved with only a few labeled images.
• HAPNet: Toward Superior RGB-Thermal Scene Parsing via Hybrid, Asymmetric, and Progressive Heterogeneous Feature Fusion
  4 Apr 2024 1 repository listed
  In this study, we take one step toward this new research area by exploring a feasible strategy to fully exploit VFM features for RGB-thermal scene parsing.
• Robust Shape Fitting for 3D Scene Abstraction
  15 Mar 2024 1 repository listed
  A RANSAC estimator guided by a neural network fits these primitives to a depth map.
• Applying Unsupervised Semantic Segmentation to High-Resolution UAV Imagery for Enhanced Road Scene Parsing
  5 Feb 2024 1 repository listed
  There are two challenges presented in parsing road scenes from UAV images: the complexity of processing high-resolution images and the dependency on extensive manual annotations required by traditional supervised deep…
• LF Tracy: A Unified Single-Pipeline Approach for Salient Object Detection in Light Field Cameras
  30 Jan 2024 1 repository listed
  Research on inter-network data connectivity is scant.
• A Data-efficient Framework for Robotics Large-scale LiDAR Scene Parsing
  3 Dec 2023 1 repository listed
  More importantly, we innovatively propose to learn to merge the over-divided clusters based on the local low-level geometric property similarities and the learned high-level feature similarities supervised by weak…

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.