Methods › Computer Vision › Degridding › Hierarchical Feature Fusion
Hierarchical Feature Fusion
Introduced by Sachin Mehta et al. in ESPNet: Efficient Spatial Pyramid of Dilated Convolutions for Semantic Segmentation
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Hierarchical Feature Fusion (HFF) is a feature fusion method employed in ESP and EESP image model blocks for degridding. In the ESP module, concatenating the outputs of dilated convolutions gives the ESP module a large effective receptive field, but it introduces unwanted checkerboard or gridding artifacts. To address the gridding artifact in ESP, the feature maps obtained using kernels of different dilation rates are hierarchically added before concatenating them (HFF). This solution is simple and effective and does not increase the complexity of the ESP module.
Papers archive 2025-07-28
30 shown of 64, 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.
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OWSM v4: Improving Open Whisper-Style Speech Models via Data Scaling and Cleaning 31 May 2025 · 0 repositories · arXiv:2506.00338
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BlobCtrl: A Unified and Flexible Framework for Element-level Image Generation and Editing 17 Mar 2025 · 0 repositories · arXiv:2503.13434
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MSV-Mamba: A Multiscale Vision Mamba Network for Echocardiography Segmentation 13 Jan 2025 · 0 repositories · arXiv:2501.07120
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HFMF: Hierarchical Fusion Meets Multi-Stream Models for Deepfake Detection 10 Jan 2025 · 1 repository · arXiv:2501.05631
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Self-Paced Learning Strategy with Easy Sample Prior Based on Confidence for the Flying Bird Object Detection Model Training 9 Dec 2024 · 1 repository · arXiv:2412.06306
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HIP: Hierarchical Point Modeling and Pre-training for Visual Information Extraction 2 Nov 2024 · 0 repositories · arXiv:2411.01139
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InstructBioMol: Advancing Biomolecule Understanding and Design Following Human Instructions 10 Oct 2024 · 0 repositories · arXiv:2410.07919
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ESPnet-Codec: Comprehensive Training and Evaluation of Neural Codecs for Audio, Music, and Speech 24 Sep 2024 · 2 repositories · arXiv:2409.15897
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GraspMamba: A Mamba-based Language-driven Grasp Detection Framework with Hierarchical Feature Learning 22 Sep 2024 · 0 repositories · arXiv:2409.14403
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Coherence influx is indispensable for quantum reservoir computing 19 Sep 2024 · 0 repositories · arXiv:2409.12693
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ESPnet-EZ: Python-only ESPnet for Easy Fine-tuning and Integration 14 Sep 2024 · 0 repositories · arXiv:2409.09506
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The CHiME-8 DASR Challenge for Generalizable and Array Agnostic Distant Automatic Speech Recognition and Diarization 23 Jul 2024 · 0 repositories · arXiv:2407.16447
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Modality-Order Matters! A Novel Hierarchical Feature Fusion Method for CoSAm: A Code-Switched Autism Corpus 19 Jul 2024 · 0 repositories · arXiv:2407.14328
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Advanced Multimodal Deep Learning Architecture for Image-Text Matching 13 Jun 2024 · 0 repositories · arXiv:2406.15306
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ESP: Extro-Spective Prediction for Long-term Behavior Reasoning in Emergency Scenarios 7 May 2024 · 0 repositories · arXiv:2405.04100
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A cost minimization approach to fix the vocabulary size in a tokenizer for an End-to-End ASR system 29 Apr 2024 · 0 repositories · arXiv:2406.02563
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LoongServe: Efficiently Serving Long-Context Large Language Models with Elastic Sequence Parallelism 15 Apr 2024 · 1 repository · arXiv:2404.09526Syntology ran 2 of 2 samples · 0 unverified
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Towards Efficient Resume Understanding: A Multi-Granularity Multi-Modal Pre-Training Approach 13 Apr 2024 · 0 repositories · arXiv:2404.13067
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Extending echo state property for quantum reservoir computing 5 Mar 2024 · 0 repositories · arXiv:2403.02686
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Synthesizing Environment-Specific People in Photographs 22 Dec 2023 · 0 repositories · arXiv:2312.14579
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Learning characteristic parameters and dynamics of centrifugal pumps under multiphase flow using physics-informed neural networks 4 Oct 2023 · 0 repositories · arXiv:2310.03001
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Edge of stability echo state networks 5 Aug 2023 · 0 repositories · arXiv:2308.02902
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Dynamic PlenOctree for Adaptive Sampling Refinement in Explicit NeRF 28 Jul 2023 · 0 repositories · arXiv:2307.15333
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MaxSR: Image Super-Resolution Using Improved MaxViT 14 Jul 2023 · 0 repositories · arXiv:2307.07240
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Residual Spatial Fusion Network for RGB-Thermal Semantic Segmentation 17 Jun 2023 · 0 repositories · arXiv:2306.10364
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ScanERU: Interactive 3D Visual Grounding based on Embodied Reference Understanding 23 Mar 2023 · 1 repository · arXiv:2303.13186
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Fusing Pre-Trained Language Models With Multimodal Prompts Through Reinforcement Learning 1 Jan 2023 · 1 repository
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EURO: ESPnet Unsupervised ASR Open-source Toolkit 30 Nov 2022 · 1 repository · arXiv:2211.17196Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
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Resource-Efficient Transfer Learning From Speech Foundation Model Using Hierarchical Feature Fusion 4 Nov 2022 · 0 repositories · arXiv:2211.02712
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HiFuse: Hierarchical Multi-Scale Feature Fusion Network for Medical Image Classification 21 Sep 2022 · 1 repository · arXiv:2209.10218
Tasks archive 2025-07-28
20 shown of 94 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