Methods › Computer Vision › Image Model Blocks › ESP
Efficient Spatial Pyramid
ESP
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
An Efficient Spatial Pyramid (ESP) is an image model block based on a factorization principle that decomposes a standard convolution into two steps: (1) point-wise convolutions and (2) spatial pyramid of dilated convolutions. The point-wise convolutions help in reducing the computation, while the spatial pyramid of dilated convolutions re-samples the feature maps to learn the representations from large effective receptive field. This allows for increased efficiency compared to another image blocks like ResNeXt blocks and Inception modules.
Papers archive 2025-07-28
30 shown of 46, 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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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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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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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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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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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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ESPnet-SE++: Speech Enhancement for Robust Speech Recognition, Translation, and Understanding 19 Jul 2022 · 1 repository · arXiv:2207.09514
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TALCS: An Open-Source Mandarin-English Code-Switching Corpus and a Speech Recognition Baseline 27 Jun 2022 · 0 repositories · arXiv:2206.13135
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NatiQ: An End-to-end Text-to-Speech System for Arabic 15 Jun 2022 · 0 repositories · arXiv:2206.07373
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Multimodal Knowledge Alignment with Reinforcement Learning 25 May 2022 · 1 repository · arXiv:2205.12630
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Enveloped Sinusoid Parseval Frames 18 Apr 2022 · 0 repositories · arXiv:2204.08418
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EEND-SS: Joint End-to-End Neural Speaker Diarization and Speech Separation for Flexible Number of Speakers 31 Mar 2022 · 1 repository · arXiv:2203.17068
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Ensemble Spectral Prediction (ESP) Model for Metabolite Annotation 25 Mar 2022 · 0 repositories · arXiv:2203.13783
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A Study of Transducer based End-to-End ASR with ESPnet: Architecture, Auxiliary Loss and Decoding Strategies 14 Jan 2022 · 0 repositories · arXiv:2201.05420
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An Investigation of the Impact of COVID-19 Non-Pharmaceutical Interventions and Economic Support Policies on Foreign Exchange Markets with Explainable AI Techniques 2 Nov 2021 · 0 repositories · arXiv:2111.14620
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An Exploration of Self-Supervised Pretrained Representations for End-to-End Speech Recognition 9 Oct 2021 · 0 repositories · arXiv:2110.04590
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DAAIN: Detection of Anomalous and Adversarial Input using Normalizing Flows 30 May 2021 · 1 repository · arXiv:2105.14638
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Event-driven timeseries analysis and the comparison of public reactions on COVID-19 30 Apr 2021 · 0 repositories · arXiv:2104.14777
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User-friendly automatic transcription of low-resource languages: Plugging ESPnet into Elpis 15 Dec 2020 · 0 repositories · arXiv:2101.03027
Tasks archive 2025-07-28
20 shown of 57 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