UIE

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

28 leaderboard tables shown for this task, 28 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. 10 shown of 28 until expanded.

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

13 datasets 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 39 papers with code (56 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.

• Unified Structure Generation for Universal Information Extraction
  23 Mar 2022 2 repositories listed Syntology ran 6 of 6 samples · 0 unverified · 6 pointer-only (licence)
  Information extraction suffers from its varying targets, heterogeneous structures, and demand-specific schemas.
• U-shape Transformer for Underwater Image Enhancement
  23 Nov 2021 2 repositories listed Syntology ran 1 of 5 samples · 4 unverified
  In this work, we constructed a large-scale underwater image (LSUI) dataset including 5004 image pairs, and reported an U-shape Transformer network where the transformer model is for the first time introduced to the UIE…
• RD-UIE: Relation-Driven State Space Modeling for Underwater Image Enhancement
  2 May 2025 1 repository listed
  Underwater image enhancement (UIE) is a critical preprocessing step for marine vision applications, where wavelength-dependent attenuation causes severe content degradation and color distortion.
• Adaptive Dual-domain Learning for Underwater Image Enhancement
  27 Apr 2025 1 repository listed
  1) They rarely consider the inconsistent degradation levels in different spatial regions and spectral bands simultaneously.
• Underwater Image Enhancement by Convolutional Spiking Neural Networks
  26 Mar 2025 1 repository listed
  Our algorithm performs on par with its non-spiking counterpart methods in terms of PSNR and structural similarity index (SSIM) at reduced timesteps (T=5) and energy consumption of 85%.
• Crab: A Unified Audio-Visual Scene Understanding Model with Explicit Cooperation
  17 Mar 2025 1 repository listed
  Furthermore, we also visualize the process of explicit cooperation and surprisingly find that each LoRA head has certain audio-visual understanding ability.
• Label Drop for Multi-Aspect Relation Modeling in Universal Information Extraction
  18 Feb 2025 1 repository listed
  Single-target instruction UIE enables the extraction of only one type of relation at a time, limiting its ability to model correlations between relations and thus restricting its capability to extract complex relations.
• Underwater Image Enhancement with Cascaded Contrastive Learning
  16 Nov 2024 1 repository listed Syntology ran 1 of 3 samples · 2 unverified
  In this paper, we propose to address this issue by designing a two-stage deep learning framework and taking advantage of cascaded contrastive learning to guide the network training of each stage.
• Underwater Image Enhancement with Physical-based Denoising Diffusion Implicit Models
  27 Sep 2024 1 repository listed
  Underwater vision is crucial for autonomous underwater vehicles (AUVs), and enhancing degraded underwater images in real-time on a resource-constrained AUV is a key challenge due to factors like light absorption and…
• RUIE: Retrieval-based Unified Information Extraction using Large Language Model
  18 Sep 2024 1 repository listed
  Unified information extraction (UIE) aims to extract diverse structured information from unstructured text.
• SINET: Sparsity-driven Interpretable Neural Network for Underwater Image Enhancement
  2 Sep 2024 1 repository listed
  Unlike pure deep learning methods, our network architecture is based on a novel channel-specific convolutional sparse coding (CCSC) model, ensuring good interpretability of the underlying image enhancement process.
• O-Mamba: O-shape State-Space Model for Underwater Image Enhancement
  23 Aug 2024 1 repository listed
  This branch includes MS-MoE for fusing multi-scale information within branches, Mutual Promotion module for interaction between spatial and channel information across branches, and Cyclic Multi-scale optimization…
• UIE-UnFold: Deep Unfolding Network with Color Priors and Vision Transformer for Underwater Image Enhancement
  20 Aug 2024 1 repository listed
  By explicitly incorporating color priors and modeling the physical characteristics of underwater image formation, the proposed DUN model achieves more accurate and reliable enhancement results.
• A Physical Model-Guided Framework for Underwater Image Enhancement and Depth Estimation
  5 Jul 2024 1 repository listed
  DDM includes three well-designed sub-networks to accurately estimate various imaging parameters: a veiling light estimation sub-network, a factors estimation sub-network, and a depth estimation sub-network.
• PixMamba: Leveraging State Space Models in a Dual-Level Architecture for Underwater Image Enhancement
  12 Jun 2024 1 repository listed
  Underwater Image Enhancement (UIE) is critical for marine research and exploration but hindered by complex color distortions and severe blurring.
• Underwater Image Enhancement by Diffusion Model with Customized CLIP-Classifier
  25 May 2024 1 repository listed
  Unlike other image enhancement tasks, underwater images suffer from the unavailability of real reference images.
• FDCE-Net: Underwater Image Enhancement with Embedding Frequency and Dual Color Encoder
  27 Apr 2024 1 repository listed
  The FDCE-Net consists of two main structures: (1) Frequency Spatial Network (FS-Net) aims to achieve initial enhancement by utilizing our designed Frequency Spatial Residual Block (FSRB) to decouple image degradation…
• Underwater Variable Zoom: Depth-Guided Perception Network for Underwater Image Enhancement
  27 Apr 2024 1 repository listed
  In this work, we investigate injecting the depth prior into the deep UIE model for more precise scene enhancement capability.
• UVEB: A Large-scale Benchmark and Baseline Towards Real-World Underwater Video Enhancement
  22 Apr 2024 1 repository listed
  Learning-based underwater image enhancement (UIE) methods have made great progress.
• KnowCoder: Coding Structured Knowledge into LLMs for Universal Information Extraction
  12 Mar 2024 1 repository listed
  After instruction tuning, KnowCoder further exhibits strong generalization ability on unseen schemas and achieves up to 12.
• Learning A Physical-aware Diffusion Model Based on Transformer for Underwater Image Enhancement
  3 Mar 2024 1 repository listed Syntology ran 12 of 15 samples · 3 unverified
  PA-Diff consists of Physics Prior Generation (PPG) Branch, Implicit Neural Reconstruction (INR) Branch, and Physics-aware Diffusion Transformer (PDT) Branch.
• YAYI-UIE: A Chat-Enhanced Instruction Tuning Framework for Universal Information Extraction
  24 Dec 2023 1 repository listed
  The difficulty of the information extraction task lies in dealing with the task-specific label schemas and heterogeneous data structures.
• UIEDP:Underwater Image Enhancement with Diffusion Prior
  11 Dec 2023 1 repository listed
  To address this issue, we propose UIE with Diffusion Prior (UIEDP), a novel framework treating UIE as a posterior distribution sampling process of clear images conditioned on degraded underwater inputs.
• Wavelet-based Fourier Information Interaction with Frequency Diffusion Adjustment for Underwater Image Restoration
  28 Nov 2023 1 repository listed Syntology ran 11 of 14 samples · 3 unverified · 14 pointer-only (licence)
  Underwater images are subject to intricate and diverse degradation, inevitably affecting the effectiveness of underwater visual tasks.
• RAUNE-Net: A Residual and Attention-Driven Underwater Image Enhancement Method
  1 Nov 2023 1 repository listed
  Underwater image enhancement (UIE) poses challenges due to distinctive properties of the underwater environment, including low contrast, high turbidity, visual blurriness, and color distortion.
• Toward Sufficient Spatial-Frequency Interaction for Gradient-aware Underwater Image Enhancement
  8 Sep 2023 1 repository listed Syntology ran 7 of 7 samples · 0 unverified · 7 pointer-only (licence)
  Underwater images suffer from complex and diverse degradation, which inevitably affects the performance of underwater visual tasks.
• A Gated Cross-domain Collaborative Network for Underwater Object Detection
  25 Jun 2023 1 repository listed
  Firstly, a real-time UIE method is employed to generate enhanced images, which can improve the visibility of objects in low-contrast areas.
• FSUIE: A Novel Fuzzy Span Mechanism for Universal Information Extraction
  19 Jun 2023 1 repository listed
  To address these deficiencies, we propose the Fuzzy Span Universal Information Extraction (FSUIE) framework.
• PUGAN: Physical Model-Guided Underwater Image Enhancement Using GAN with Dual-Discriminators
  15 Jun 2023 1 repository listed
  Among existing UIE methods, Generative Adversarial Networks (GANs) based methods perform well in visual aesthetics, while the physical model-based methods have better scene adaptability.
• UIERL: Internal-External Representation Learning Network for Underwater Image Enhancement
  14 Jun 2023 1 repository listed
  With performing region-wise feature learning for regions with different quality separately, the network provides an effective guidance for global features and thus guides intra-image differentiated enhancement.

Syntology lines on 6 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.