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NightLab: A Dual-level Architecture with Hardness Detection for Segmentation at Night

https://doi.org/10.1109/cvpr52688.2022.01643

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-030-01228-1_26openalex-snapshot

Unified Perceptual Parsing for Scene Understanding

inferredcites →https://doi.org/10.1007/978-3-030-01228-1_32openalex-snapshot

DCAN: Dual Channel-Wise Alignment Networks for Unsupervised Scene Adaptation

inferredcites →https://doi.org/10.1007/978-3-030-01234-2_35openalex-snapshot

Penalizing Top Performers: Conservative Loss for Semantic Segmentation Adaptation

inferredcites →https://doi.org/10.1007/978-3-030-01234-2_49openalex-snapshot

Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation

inferredcites →https://doi.org/10.1007/978-3-030-01240-3_44openalex-snapshot

AugGAN: Cross Domain Adaptation with GAN-Based Data Augmentation

inferredcites →https://doi.org/10.1007/978-3-030-58452-8_13openalex-snapshot

End-to-End Object Detection with Transformers

inferredcites →https://doi.org/10.1007/978-3-030-58580-8_10openalex-snapshot

ForkGAN: Seeing into the Rainy Night

inferredcites →https://doi.org/10.1007/978-3-319-46454-1_39openalex-snapshot

Zoom Better to See Clearer: Human and Object Parsing with Hierarchical Auto-Zoom Net

inferredcites →https://doi.org/10.1007/978-3-319-46475-6_43openalex-snapshot

Perceptual Losses for Real-Time Style Transfer and Super-Resolution

inferredcites →https://doi.org/10.1007/978-3-319-46475-6_7openalex-snapshot

Playing for Data: Ground Truth from Computer Games

inferredcites →https://doi.org/10.1016/j.tics.2007.09.009openalex-snapshot

The role of context in object recognition

inferredcites →https://doi.org/10.1109/34.982903openalex-snapshot

Vision for mobile robot navigation: a survey

inferredcites →https://doi.org/10.1109/cvpr.2015.7298897openalex-snapshot

Towards unified depth and semantic prediction from a single image

inferredcites →https://doi.org/10.1109/cvpr.2015.7298925openalex-snapshot

Object scene flow for autonomous vehicles

inferredcites →https://doi.org/10.1109/cvpr.2015.7298965openalex-snapshot

Fully convolutional networks for semantic segmentation

inferredcites →https://doi.org/10.1109/cvpr.2016.350openalex-snapshot

The Cityscapes Dataset for Semantic Urban Scene Understanding

inferredcites →https://doi.org/10.1109/cvpr.2016.352openalex-snapshot

The SYNTHIA Dataset: A Large Collection of Synthetic Images for Semantic Segmentation of Urban Scenes

inferredcites →https://doi.org/10.1109/cvpr.2017.544openalex-snapshot

Scene Parsing through ADE20K Dataset

inferredcites →https://doi.org/10.1109/cvpr.2017.632openalex-snapshot

Image-to-Image Translation with Conditional Adversarial Networks

inferredcites →https://doi.org/10.1109/cvpr.2017.660openalex-snapshot

Pyramid Scene Parsing Network

inferredcites →https://doi.org/10.1109/cvpr.2018.00395openalex-snapshot

Learning from Synthetic Data: Addressing Domain Shift for Semantic Segmentation

inferredcites →https://doi.org/10.1109/cvpr.2018.00780openalex-snapshot

Learning to Adapt Structured Output Space for Semantic Segmentation

inferredcites →https://doi.org/10.1109/cvpr.2019.00258openalex-snapshot

DLOW: Domain Flow for Adaptation and Generalization

inferredcites →https://doi.org/10.1109/cvpr.2019.00261openalex-snapshot

Taking a Closer Look at Domain Shift: Category-Level Adversaries for Semantics Consistent Domain Adaptation

inferredcites →https://doi.org/10.1109/cvpr.2019.00262openalex-snapshot

ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation

inferredcites →https://doi.org/10.1109/cvpr.2019.00326openalex-snapshot

Dual Attention Network for Scene Segmentation

inferredcites →https://doi.org/10.1109/cvpr.2019.00906openalex-snapshot

Improving Semantic Segmentation via Video Propagation and Label Relaxation

inferredcites →https://doi.org/10.1109/cvpr42600.2020.00172openalex-snapshot

Single-Image HDR Reconstruction by Learning to Reverse the Camera Pipeline

inferredcites →https://doi.org/10.1109/cvpr42600.2020.00382openalex-snapshot

Unsupervised Intra-Domain Adaptation for Semantic Segmentation Through Self-Supervision

inferredcites →https://doi.org/10.1109/cvpr42600.2020.00751openalex-snapshot

High-Resolution Daytime Translation Without Domain Labels

inferredcites →https://doi.org/10.1109/cvpr46437.2021.01406openalex-snapshot

CoMoGAN: continuous model-guided image-to-image translation

inferredcites →https://doi.org/10.1109/cvpr46437.2021.01551openalex-snapshot

DANNet: A One-Stage Domain Adaptation Network for Unsupervised Nighttime Semantic Segmentation

inferredcites →https://doi.org/10.1109/cvprw.2018.00141openalex-snapshot

The ApolloScape Dataset for Autonomous Driving

inferredcites →https://doi.org/10.1109/iccv.2017.244openalex-snapshot

Unpaired Image-to-Image Translation Using Cycle-Consistent Adversarial Networks

inferredcites →https://doi.org/10.1109/iccv.2017.89openalex-snapshot

Deformable Convolutional Networks

inferredcites →https://doi.org/10.1109/iccv.2019.00032openalex-snapshot

Instance-Guided Context Rendering for Cross-Domain Person Re-Identification

inferredcites →https://doi.org/10.1109/iccv.2019.00069openalex-snapshot

CCNet: Criss-Cross Attention for Semantic Segmentation

inferredcites →https://doi.org/10.1109/iccv.2019.00154openalex-snapshot

Domain Adaptation for Structured Output via Discriminative Patch Representations

inferredcites →https://doi.org/10.1109/iccv.2019.00747openalex-snapshot

Guided Curriculum Model Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation

inferredcites →https://doi.org/10.1109/iccv48922.2021.00986openalex-snapshot

Swin Transformer: Hierarchical Vision Transformer using Shifted Windows

inferredcites →https://doi.org/10.1109/iccv48922.2021.01575openalex-snapshot

Regularizing Nighttime Weirdness: Efficient Self-supervised Monocular Depth Estimation in the Dark

inferredcites →https://doi.org/10.1109/iccvw54120.2021.00301openalex-snapshot

A Unified Efficient Pyramid Transformer for Semantic Segmentation

inferredcites →https://doi.org/10.1109/icra.2019.8794387openalex-snapshot

Night-to-Day Image Translation for Retrieval-based Localization

inferredcites →https://doi.org/10.1109/ivs.2019.8813888openalex-snapshot

Bridging the Day and Night Domain Gap for Semantic Segmentation

inferredcites →https://doi.org/10.1109/tip.2003.819861openalex-snapshot

Image quality assessment: from error visibility to structural similarity

inferredcites →https://doi.org/10.1109/tip.2021.3122004openalex-snapshot

Night-Time Scene Parsing With a Large Real Dataset

inferredcites →https://doi.org/10.1109/tits.2020.3033569openalex-snapshot

Nighttime Road Scene Parsing by Unsupervised Domain Adaptation

inferredcites →https://doi.org/10.1109/tiv.2020.3039456openalex-snapshot

Night-to-Day: Online Image-to-Image Translation for Object Detection Within Autonomous Driving by Night

inferredcites →https://doi.org/10.1109/tpami.2016.2577031openalex-snapshot

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

inferredcites →https://doi.org/10.1109/tpami.2017.2699184openalex-snapshot

DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs

inferredcites →https://doi.org/10.1109/tpami.2020.2983686openalex-snapshot

Deep High-Resolution Representation Learning for Visual Recognition

inferredcites →https://doi.org/10.1109/tpami.2020.3045882openalex-snapshot

Map-Guided Curriculum Domain Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation

inferredcites →https://doi.org/10.1109/tpami.2021.3138337openalex-snapshot

Improving Semantic Segmentation via Efficient Self-Training

inferredcites →https://doi.org/10.1117/12.2532477openalex-snapshot

See clearer at night: towards robust nighttime semantic segmentation through day-night image conversion

inferredcites →https://doi.org/10.1145/3422622openalex-snapshot

Generative adversarial networks

inferredcites →https://doi.org/10.1609/aaai.v34i07.6814openalex-snapshot

Multimodal Structure-Consistent Image-to-Image Translation

inferredcites →https://doi.org/10.3929/ethz-b-000462024openalex-snapshot

Towards Robust Monocular Depth Estimation: Mixing Datasets for Zero-shot Cross-dataset Transfer

inferredcites →https://doi.org/10.4230/lipics.cosit.2022.18openalex-snapshot

AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at Scale

inferredcites →https://doi.org/10.48550/arxiv.1706.05587openalex-snapshot

Rethinking Atrous Convolution for Semantic Image Segmentation

inferredcites →https://doi.org/10.48550/arxiv.2010.11929openalex-snapshot

An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

inferredcites →https://doi.org/10.48550/arxiv.2107.04589openalex-snapshot

ViTGAN: Training GANs with Vision Transformers

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.4686176openalex-extracted

Darksegnet: Low-Light Semantic Segmentation Network Based on Image Pyramid

inferred← citeshttps://doi.org/10.2139/ssrn.4743933openalex-extracted

Nightseg: Enhancing Nighttime Segmentation by Emphasizing Boundaries in Common Domain

inferred← citeshttps://doi.org/10.1007/978-3-031-73650-6_3openalex-snapshot

TrafficNight: An Aerial Multimodal Benchmark for Nighttime Vehicle Surveillance

inferred← citeshttps://doi.org/10.1007/978-3-031-73668-1_24openalex-snapshot

Exploring Reliable Matching with Phase Enhancement for Night-Time Semantic Segmentation

inferred← citeshttps://doi.org/10.1007/978-3-031-93688-3_1openalex-snapshot

Navigating the Night: Robust Night Scene Semantic Segmentation for Autonomous Driving

inferred← citeshttps://doi.org/10.1007/978-981-95-5758-5_33openalex-snapshot

CAP-Shift: Domain Adaptive Nighttime Object Detection via Illumination Degradation and Confidence-Adaptive Pseudo Labeling

inferred← citeshttps://doi.org/10.1007/s11263-025-02416-4openalex-snapshot

Not All Pixels are Equal: Learning Pixel Hardness for Semantic Segmentation

inferred← citeshttps://doi.org/10.1007/s11760-025-04600-yopenalex-snapshot

TE-DeeplabV3: Semantic Segmentation of Nighttime Building Facades Taking into Account High and Low Exposure

inferred← citeshttps://doi.org/10.1016/j.cag.2023.08.004openalex-snapshot

Multi-Resolution Edge-aware Lighting Enhancement Network

inferred← citeshttps://doi.org/10.1016/j.displa.2024.102685openalex-snapshot

DDFL: Dual-Domain Feature Learning for nighttime semantic segmentation

inferred← citeshttps://doi.org/10.1016/j.engappai.2024.107940openalex-snapshot

Latent domain knowledge distillation for nighttime semantic segmentation

inferred← citeshttps://doi.org/10.1016/j.engappai.2024.108820openalex-snapshot

Dual-branch deep cross-modal interaction network for semantic segmentation with thermal images

inferred← citeshttps://doi.org/10.1016/j.eswa.2026.134301openalex-snapshot

A scene parsing method for nighttime port inspection based on a degradation-aware prior-assisted network

inferred← citeshttps://doi.org/10.1016/j.image.2025.117265openalex-snapshot

DarkSegNet: Low-light semantic segmentation network based on image pyramid

inferred← citeshttps://doi.org/10.1016/j.neunet.2025.107788openalex-snapshot

Semantic segmentation in adverse scenes with fewer labeled images

inferred← citeshttps://doi.org/10.1088/2631-8695/ae96f9openalex-snapshot

Low-light enhanced dual-domain fusion for nighttime road scene semantic segmentation

inferred← citeshttps://doi.org/10.1109/ccis59572.2023.10263237openalex-snapshot

Improving Nighttime Semantic Segmentation with Dual-Domain Mixed Attention and Shallow Feature Enhancement

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.01105openalex-snapshot

2PCNet: Two-Phase Consistency Training for Day-to-Night Unsupervised Domain Adaptive Object Detection

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.01204openalex-snapshot

Boosting Object Detection with Zero-Shot Day-Night Domain Adaptation

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.01401openalex-snapshot

Not All Voxels are Equal: Hardness-Aware Semantic Scene Completion with Self-Distillation

inferred← citeshttps://doi.org/10.1109/cvpr52734.2025.02220openalex-snapshot

NightAdapter: Learning a Frequency Adapter for Generalizable Night-time Scene Segmentation

inferred← citeshttps://doi.org/10.1109/cvpr52734.2025.02737openalex-snapshot

BFANet: Revisiting 3D Semantic Segmentation with Boundary Feature Analysis

inferred← citeshttps://doi.org/10.1109/cvprw59228.2023.00341openalex-snapshot

PanopticVis: Integrated Panoptic Segmentation for Visibility Estimation at Twilight and Night

inferred← citeshttps://doi.org/10.1109/hsi66212.2025.11142446openalex-snapshot

Waste Object Detection Using Bright to Dark Feature Alignment

inferred← citeshttps://doi.org/10.1109/icarcv63323.2024.10821611openalex-snapshot

Information Bottleneck-Inspired Spatial Attention for Robust Semantic Segmentation in Autonomous Driving

inferred← citeshttps://doi.org/10.1109/icassp55912.2026.11461285openalex-snapshot

Interpretable CNN-based Enhancement for Nighttime Driving Image Perception

inferred← citeshttps://doi.org/10.1109/iccv51070.2023.00744openalex-snapshot

Similarity Min-Max: Zero-Shot Day-Night Domain Adaptation

inferred← citeshttps://doi.org/10.1109/iccv51070.2023.01974openalex-snapshot

Disentangle then Parse: Night-time Semantic Segmentation with Illumination Disentanglement

inferred← citeshttps://doi.org/10.1109/iccvw60793.2023.00432openalex-snapshot

GPS-GLASS: Learning Nighttime Semantic Segmentation Using Daytime Video and GPS data

inferred← citeshttps://doi.org/10.1109/icimibd58123.2022.00020openalex-snapshot

TBANet: Three Branches with Asymmetric Convolutions and Pooling for Real-time Semantic Segmentation

inferred← citeshttps://doi.org/10.1109/icme59968.2025.11209001openalex-snapshot

SASG: Semantic-Aware Salient Guidance for Day-to-Night Domain Adaptive Object Detection

inferred← citeshttps://doi.org/10.1109/icps58381.2023.10128083openalex-snapshot

SGDA: A Saliency-Guided Domain Adaptation Network for Nighttime Semantic Segmentation

inferred← citeshttps://doi.org/10.1109/imsa61967.2024.10652620openalex-snapshot

RHRSegNet: Relighting High-Resolution Night-Time Semantic Segmentation

inferred← citeshttps://doi.org/10.1109/iros60139.2025.11247732openalex-snapshot

RSSS: Robust Structural Semantic Segmentation for Autonomous Drone Delivery to Door

inferred← citeshttps://doi.org/10.1109/mcg.2023.3253167openalex-snapshot

LayerNet: A One-Step Layered Network for Semantic Segmentation at Night

inferred← citeshttps://doi.org/10.1109/tim.2025.3547130openalex-snapshot

LNFormer: Lightweight Design for Nighttime Semantic Segmentation With Transformer

inferred← citeshttps://doi.org/10.1109/tip.2023.3267044openalex-snapshot

Boosting Night-Time Scene Parsing With Learnable Frequency

inferred← citeshttps://doi.org/10.1109/tip.2024.3415963openalex-snapshot

PIG: Prompt Images Guidance for Night-Time Scene Parsing

inferred← citeshttps://doi.org/10.1109/tip.2025.3641316openalex-snapshot

Vision–Language Models Empowered Nighttime Object Detection With Consistency Sampler and Hallucination Feature Generator

inferred← citeshttps://doi.org/10.1109/tip.2026.3702382openalex-snapshot

Lighted-SAM: Lightening Open-World SAM for Low-Light Segmentation

inferred← citeshttps://doi.org/10.1109/tits.2024.3461468openalex-snapshot

Domain Adaptation Transformer for Unsupervised Driving-Scene Segmentation in Adverse Conditions

inferred← citeshttps://doi.org/10.1109/tits.2025.3534472openalex-snapshot

Low-Visibility Scene Enhancement by Isomorphic Dual-Branch Framework With Attention Learning

inferred← citeshttps://doi.org/10.1109/tits.2025.3565327openalex-snapshot

SCDF: Seeing Clearly Through Dark and Fog, an Adaptive Semantic Segmentation Scheme for Autonomous Vehicle

inferred← citeshttps://doi.org/10.1109/tiv.2024.3392413openalex-snapshot

Adaptive Entropy Multi-Modal Fusion for Nighttime Lane Segmentation

inferred← citeshttps://doi.org/10.1109/tmm.2024.3353544openalex-snapshot

Delving Into Multi-Illumination Monocular Depth Estimation: A New Dataset and Method

inferred← citeshttps://doi.org/10.1109/wacv57701.2024.00089openalex-snapshot

Understanding Dark Scenes by Contrasting Multi-Modal Observations

inferred← citeshttps://doi.org/10.1109/wacv61042.2026.00726openalex-snapshot

Optimizing against Infeasible Inclusions from Data for Semantic Segmentation through Morphology

inferred← citeshttps://doi.org/10.1117/1.jei.33.2.023042openalex-snapshot

Frequency-based dual attention network for nighttime semantic segmentation

inferred← citeshttps://doi.org/10.1117/1.jei.33.3.033015openalex-snapshot

HMNNet: research on exposure-based nighttime semantic segmentation

inferred← citeshttps://doi.org/10.1145/3581783.3611956openalex-snapshot

Informative Classes Matter: Towards Unsupervised Domain Adaptive Nighttime Semantic Segmentation

inferred← citeshttps://doi.org/10.1145/3581783.3612228openalex-snapshot

Recurrent Self-Supervised Video Denoising with Denser Receptive Field

inferred← citeshttps://doi.org/10.1609/aaai.v38i7.28515openalex-snapshot

Unveiling Details in the Dark: Simultaneous Brightening and Zooming for Low-Light Image Enhancement

inferred← citeshttps://doi.org/10.3390/aerospace12121049openalex-snapshot

LisseMars: A Lightweight Semantic Segmentation Model for Mars Helicopter

inferred← citeshttps://doi.org/10.3390/electronics14010143openalex-snapshot

Zero-Shot Day–Night Domain Adaptation for Face Detection Based on DAl-CLIP-Dino

inferred← citeshttps://doi.org/10.3390/electronics14142784openalex-snapshot

Zero-Shot Infrared Domain Adaptation for Pedestrian Re-Identification via Deep Learning

inferred← citeshttps://doi.org/10.3390/jmse13091700openalex-snapshot

A Multimodal Vision-Based Fish Environment and Growth Monitoring in an Aquaculture Cage

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Zero-Shot Water Monitoring from Fixed Drainage Surveillance Imagery Across Day/Night and Rain/No-Rain Conditions: A SAM 3 Benchmark at 25 Urban Sites

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Efficient Decoder and Intermediate Domain for Semantic Segmentation in Adverse Conditions

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