Vocal Bursts Intensity Prediction

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 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

1 dataset 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.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 775 papers with code (2,614 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.

• High Quality Monocular Depth Estimation via Transfer Learning
  31 Dec 2018 45 repositories listed Syntology ran 5 of 23 samples · 18 unverified · 3 pointer-only (licence)
  Accurate depth estimation from images is a fundamental task in many applications including scene understanding and reconstruction.
• Deep High-Resolution Representation Learning for Visual Recognition
  20 Aug 2019 42 repositories listed Syntology ran 3 of 34 samples · 31 unverified · 16 pointer-only (licence)
  High-resolution representations are essential for position-sensitive vision problems, such as human pose estimation, semantic segmentation, and object detection.
• High-Resolution Image Synthesis with Latent Diffusion Models
  20 Dec 2021 41 repositories listed Syntology ran 19 of 28 samples · 9 unverified · 5 pointer-only (licence)
  By decomposing the image formation process into a sequential application of denoising autoencoders, diffusion models (DMs) achieve state-of-the-art synthesis results on image data and beyond.
• High-Resolution Representations for Labeling Pixels and Regions
  9 Apr 2019 39 repositories listed Syntology ran 3 of 18 samples · 15 unverified · 5 pointer-only (licence)
  The proposed approach achieves superior results to existing single-model networks on COCO object detection.
• Deep High-Resolution Representation Learning for Human Pose Estimation
  25 Feb 2019 39 repositories listed Syntology ran 8 of 25 samples · 17 unverified
  We start from a high-resolution subnetwork as the first stage, gradually add high-to-low resolution subnetworks one by one to form more stages, and connect the mutli-resolution subnetworks in parallel.
• Large Scale GAN Training for High Fidelity Natural Image Synthesis
  28 Sep 2018 35 repositories listed Syntology ran 14 of 41 samples · 27 unverified · 4 pointer-only (licence)
  Despite recent progress in generative image modeling, successfully generating high-resolution, diverse samples from complex datasets such as ImageNet remains an elusive goal.
• High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs
  30 Nov 2017 21 repositories listed Syntology ran 4 of 5 samples · 1 unverified · 3 pointer-only (licence)
  We present a new method for synthesizing high-resolution photo-realistic images from semantic label maps using conditional generative adversarial networks (conditional GANs).
• High-Performance Large-Scale Image Recognition Without Normalization
  11 Feb 2021 20 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  Batch normalization is a key component of most image classification models, but it has many undesirable properties stemming from its dependence on the batch size and interactions between examples.
• ICNet for Real-Time Semantic Segmentation on High-Resolution Images
  27 Apr 2017 18 repositories listed
  We focus on the challenging task of real-time semantic segmentation in this paper.
• Lite-HRNet: A Lightweight High-Resolution Network
  13 Apr 2021 17 repositories listed Syntology ran 12 of 29 samples · 17 unverified · 13 pointer-only (licence)
  We introduce a lightweight unit, conditional channel weighting, to replace costly pointwise (1x1) convolutions in shuffle blocks.
• High-Dimensional Continuous Control Using Generalized Advantage Estimation
  8 Jun 2015 17 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Policy gradient methods are an appealing approach in reinforcement learning because they directly optimize the cumulative reward and can straightforwardly be used with nonlinear function approximators such as neural…
• Generating Diverse High-Fidelity Images with VQ-VAE-2
  2 Jun 2019 15 repositories listed Syntology ran 2 of 9 samples · 7 unverified · 4 pointer-only (licence)
  We explore the use of Vector Quantized Variational AutoEncoder (VQ-VAE) models for large scale image generation.
• Restormer: Efficient Transformer for High-Resolution Image Restoration
  18 Nov 2021 13 repositories listed Syntology ran 4 of 4 samples · 0 unverified · 4 pointer-only (licence)
  Since convolutional neural networks (CNNs) perform well at learning generalizable image priors from large-scale data, these models have been extensively applied to image restoration and related tasks.
• Taming Transformers for High-Resolution Image Synthesis
  17 Dec 2020 13 repositories listed Syntology ran 6 of 6 samples · 0 unverified · 4 pointer-only (licence)
  We demonstrate how combining the effectiveness of the inductive bias of CNNs with the expressivity of transformers enables them to model and thereby synthesize high-resolution images.
• RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation
  20 Nov 2016 13 repositories listed Syntology ran 1 of 7 samples · 6 unverified · 1 pointer-only (licence)
  Recently, very deep convolutional neural networks (CNNs) have shown outstanding performance in object recognition and have also been the first choice for dense classification problems such as semantic segmentation.
• FaceBoxes: A CPU Real-time Face Detector with High Accuracy
  17 Aug 2017 11 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  The MSCL aims at enriching the receptive fields and discretizing anchors over different layers to handle faces of various scales.
• FaceShifter: Towards High Fidelity And Occlusion Aware Face Swapping
  31 Dec 2019 10 repositories listed Syntology ran 6 of 6 samples · 0 unverified · 6 pointer-only (licence)
  We propose a novel attributes encoder for extracting multi-level target face attributes, and a new generator with carefully designed Adaptive Attentional Denormalization (AAD) layers to adaptively integrate the identity…
• Breaking the Softmax Bottleneck: A High-Rank RNN Language Model
  10 Nov 2017 9 repositories listed Syntology ran 1 of 23 samples · 22 unverified
  We formulate language modeling as a matrix factorization problem, and show that the expressiveness of Softmax-based models (including the majority of neural language models) is limited by a Softmax bottleneck.
• High-Speed Tracking with Kernelized Correlation Filters
  30 Apr 2014 9 repositories listed
  Interestingly, for linear regression our formulation is equivalent to a correlation filter, used by some of the fastest competitive trackers.
• HorNet: Efficient High-Order Spatial Interactions with Recursive Gated Convolutions
  28 Jul 2022 8 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  In this paper, we show that the key ingredients behind the vision Transformers, namely input-adaptive, long-range and high-order spatial interactions, can also be efficiently implemented with a convolution-based…
• Isaac Gym: High Performance GPU-Based Physics Simulation For Robot Learning
  24 Aug 2021 8 repositories listed
  Isaac Gym offers a high performance learning platform to train policies for wide variety of robotics tasks directly on GPU.
• ADNet: Attention-guided Deformable Convolutional Network for High Dynamic Range Imaging
  22 May 2021 8 repositories listed Syntology ran 0 of 10 samples · 10 unverified
  In this paper, we present an attention-guided deformable convolutional network for hand-held multi-frame high dynamic range (HDR) imaging, namely ADNet.
• Cascade R-CNN: Delving into High Quality Object Detection
  3 Dec 2017 8 repositories listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  In object detection, an intersection over union (IoU) threshold is required to define positives and negatives.
• A high-bias, low-variance introduction to Machine Learning for physicists
  23 Mar 2018 7 repositories listed Syntology ran 2 of 14 samples · 12 unverified
  The purpose of this review is to provide an introduction to the core concepts and tools of machine learning in a manner easily understood and intuitive to physicists.
• High Fidelity Neural Audio Compression
  24 Oct 2022 6 repositories listed
  We introduce a state-of-the-art real-time, high-fidelity, audio codec leveraging neural networks.
• Polarized Self-Attention: Towards High-quality Pixel-wise Regression
  2 Jul 2021 6 repositories listed
  Pixel-wise regression is probably the most common problem in fine-grained computer vision tasks, such as estimating keypoint heatmaps and segmentation masks.
• Contextual Residual Aggregation for Ultra High-Resolution Image Inpainting
  19 May 2020 6 repositories listed Syntology ran 2 of 9 samples · 7 unverified
  Since convolutional layers of the neural network only need to operate on low-resolution inputs and outputs, the cost of memory and computing power is thus well suppressed.
• Solving high-dimensional partial differential equations using deep learning
  9 Jul 2017 6 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  Developing algorithms for solving high-dimensional partial differential equations (PDEs) has been an exceedingly difficult task for a long time, due to the notoriously difficult problem known as the "curse of…
• Voxel R-CNN: Towards High Performance Voxel-based 3D Object Detection
  31 Dec 2020 5 repositories listed
  In this paper, we take a slightly different viewpoint -- we find that precise positioning of raw points is not essential for high performance 3D object detection and that the coarse voxel granularity can also offer…
• Encode, Tag, Realize: High-Precision Text Editing
  3 Sep 2019 5 repositories listed Syntology ran 2 of 11 samples · 9 unverified
  We propose LaserTagger - a sequence tagging approach that casts text generation as a text editing task.

Syntology lines on 24 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.