Methods › Computer Vision › Semantic Segmentation Modules › ASPP
Atrous Spatial Pyramid Pooling
ASPP
Introduced by Liang-Chieh Chen et al. in DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Atrous Spatial Pyramid Pooling (ASPP) is a semantic segmentation module for resampling a given feature layer at multiple rates prior to convolution. This amounts to probing the original image with multiple filters that have complementary effective fields of view, thus capturing objects as well as useful image context at multiple scales. Rather than actually resampling features, the mapping is implemented using multiple parallel atrous convolutional layers with different sampling rates.
Papers archive 2025-07-28
30 shown of 83, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
-
SAR Object Detection with Self-Supervised Pretraining and Curriculum-Aware Sampling 17 Apr 2025 · 0 repositories · arXiv:2504.13310
-
Evaluating and Enhancing Segmentation Model Robustness with Metamorphic Testing 3 Apr 2025 · 0 repositories · arXiv:2504.02335
-
DuckSegmentation: A segmentation model based on the AnYue Hemp Duck Dataset 27 Mar 2025 · 0 repositories · arXiv:2503.21323
-
DynSegNet:Dynamic Architecture Adjustment for Adversarial Learning in Segmenting Hemorrhagic Lesions from Fundus Images 13 Feb 2025 · 0 repositories · arXiv:2502.09256
-
Hybridization of Attention UNet with Repeated Atrous Spatial Pyramid Pooling for Improved Brain Tumour Segmentation 22 Jan 2025 · 0 repositories · arXiv:2501.13129
-
Enhancing Brain Tumor Segmentation Using Channel Attention and Transfer learning 19 Jan 2025 · 1 repository · arXiv:2501.11196
-
AI Driven Water Segmentation with deep learning models for Enhanced Flood Monitoring 14 Jan 2025 · 1 repository · arXiv:2501.08266
-
Mapping Africa Settlements: High Resolution Urban and Rural Map by Deep Learning and Satellite Imagery 5 Nov 2024 · 1 repository · arXiv:2411.02935
-
Automated Surgical Skill Assessment in Endoscopic Pituitary Surgery using Real-time Instrument Tracking on a High-fidelity Bench-top Phantom 25 Sep 2024 · 0 repositories · arXiv:2409.17025
-
A novel open-source ultrasound dataset with deep learning benchmarks for spinal cord injury localization and anatomical segmentation 24 Sep 2024 · 1 repository · arXiv:2409.16441
-
Improved Unet model for brain tumor image segmentation based on ASPP-coordinate attention mechanism 13 Sep 2024 · 0 repositories · arXiv:2409.08588
-
WaterMAS: Sharpness-Aware Maximization for Neural Network Watermarking 5 Sep 2024 · 0 repositories · arXiv:2409.03902
-
Deep Convolutional Neural Networks Meet Variational Shape Compactness Priors for Image Segmentation 23 May 2024 · 0 repositories · arXiv:2406.19400
-
Multi-Level Label Correction by Distilling Proximate Patterns for Semi-supervised Semantic Segmentation 2 Apr 2024 · 0 repositories · arXiv:2404.02065
-
One model to use them all: Training a segmentation model with complementary datasets 29 Feb 2024 · 1 repository · arXiv:2402.19340
-
CAFCT-Net: A CNN-Transformer Hybrid Network with Contextual and Attentional Feature Fusion for Liver Tumor Segmentation 30 Jan 2024 · 0 repositories · arXiv:2401.16886
-
MixMobileNet: A Mixed Mobile Network for Edge Vision Applications 26 Jan 2024 · 1 repository
-
Scaling Up Quantization-Aware Neural Architecture Search for Efficient Deep Learning on the Edge 22 Jan 2024 · 0 repositories · arXiv:2401.12350
-
M3FPolypSegNet: Segmentation Network with Multi-frequency Feature Fusion for Polyp Localization in Colonoscopy Images 9 Oct 2023 · 0 repositories · arXiv:2310.05538
-
An easy zero-shot learning combination: Texture Sensitive Semantic Segmentation IceHrNet and Advanced Style Transfer Learning Strategy 30 Sep 2023 · 1 repository · arXiv:2310.00310
-
3D SA-UNet: 3D Spatial Attention UNet with 3D ASPP for White Matter Hyperintensities Segmentation 15 Sep 2023 · 1 repository · arXiv:2309.08402
-
dacl10k: Benchmark for Semantic Bridge Damage Segmentation 1 Sep 2023 · 1 repository · arXiv:2309.00460
-
Resolution-Aware Design of Atrous Rates for Semantic Segmentation Networks 26 Jul 2023 · 0 repositories · arXiv:2307.14179
-
Feature Selection on Sentinel-2 Multi-spectral Imagery for Efficient Tree Cover Estimation 31 May 2023 · 0 repositories · arXiv:2306.06073
-
Radious: Unveiling the Enigma of Dental Radiology with BEIT Adaptor and Mask2Former in Semantic Segmentation 10 May 2023 · 0 repositories · arXiv:2305.06236
-
Detection and Classification of Glioblastoma Brain Tumor 18 Apr 2023 · 0 repositories · arXiv:2304.09133
-
Towards Diverse Binary Segmentation via A Simple yet General Gated Network 18 Mar 2023 · 2 repositories · arXiv:2303.10396
-
MyI-Net: Fully Automatic Detection and Quantification of Myocardial Infarction from Cardiovascular MRI Images 28 Dec 2022 · 0 repositories · arXiv:2212.13715
-
LOANet: A Lightweight Network Using Object Attention for Extracting Buildings and Roads from UAV Aerial Remote Sensing Images 16 Dec 2022 · 1 repository · arXiv:2212.08490
-
Framework-agnostic Semantically-aware Global Reasoning for Segmentation 6 Dec 2022 · 0 repositories · arXiv:2212.03338
Tasks archive 2025-07-28
20 shown of 117 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections