| Deep Incubation: Training Large Models by Divide-and-Conquering | Dec 8, 2022 | Image Segmentationobject-detection | CodeCode Available | 2 |
| Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization | May 16, 2022 | graph partitioningSegmentation | CodeCode Available | 2 |
| Asymmetric Non-local Neural Networks for Semantic Segmentation | Aug 21, 2019 | GPUSegmentation | CodeCode Available | 2 |
| Global Context Vision Transformers | Jun 20, 2022 | image-classificationImage Classification | CodeCode Available | 2 |
| GMMSeg: Gaussian Mixture based Generative Semantic Segmentation Models | Oct 5, 2022 | Out-of-Distribution DetectionSegmentation | CodeCode Available | 2 |
| A Tale of Two Features: Stable Diffusion Complements DINO for Zero-Shot Semantic Correspondence | May 24, 2023 | Dense Pixel Correspondence EstimationRepresentation Learning | CodeCode Available | 2 |
| DenseNets Reloaded: Paradigm Shift Beyond ResNets and ViTs | Mar 28, 2024 | Fine-Grained Image ClassificationImage Classification | CodeCode Available | 2 |
| Ambiguous Medical Image Segmentation using Diffusion Models | Apr 10, 2023 | DiagnosticDiversity | CodeCode Available | 2 |
| HENet: Hybrid Encoding for End-to-end Multi-task 3D Perception from Multi-view Cameras | Apr 3, 2024 | 3D Object DetectionAutonomous Driving | CodeCode Available | 2 |
| HiDiff: Hybrid Diffusion Framework for Medical Image Segmentation | Jul 3, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 2 |
| DeCLIP: Decoupled Learning for Open-Vocabulary Dense Perception | May 7, 2025 | object-detectionObject Detection | CodeCode Available | 2 |
| Decoupling Features in Hierarchical Propagation for Video Object Segmentation | Oct 18, 2022 | ObjectSemantic Segmentation | CodeCode Available | 2 |
| Hier-SLAM: Scaling-up Semantics in SLAM with a Hierarchically Categorical Gaussian Splatting | Sep 19, 2024 | Scene UnderstandingSemantic Segmentation | CodeCode Available | 2 |
| HMT-UNet: A hybird Mamba-Transformer Vision UNet for Medical Image Segmentation | Aug 21, 2024 | Image SegmentationMamba | CodeCode Available | 2 |
| DaViT: Dual Attention Vision Transformers | Apr 7, 2022 | Computational EfficiencyImage Classification | CodeCode Available | 2 |
| DAT++: Spatially Dynamic Vision Transformer with Deformable Attention | Sep 4, 2023 | Image ClassificationInstance Segmentation | CodeCode Available | 2 |
| DDP: Diffusion Model for Dense Visual Prediction | Mar 30, 2023 | DenoisingDepth Estimation | CodeCode Available | 2 |
| H-vmunet: High-order Vision Mamba UNet for Medical Image Segmentation | Mar 20, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 2 |
| Hypersim: A Photorealistic Synthetic Dataset for Holistic Indoor Scene Understanding | Nov 4, 2020 | Multi-Task LearningScene Understanding | CodeCode Available | 2 |
| IDRNet: Intervention-Driven Relation Network for Semantic Segmentation | Oct 16, 2023 | RelationRelation Network | CodeCode Available | 2 |
| Audio-Visual Segmentation with Semantics | Jan 30, 2023 | SegmentationSemantic Segmentation | CodeCode Available | 2 |
| IKEA Manuals at Work: 4D Grounding of Assembly Instructions on Internet Videos | Nov 18, 2024 | Pose EstimationSemantic Segmentation | CodeCode Available | 2 |
| Deep Covariance Alignment for Domain Adaptive Remote Sensing Image Segmentation | Jan 9, 2024 | Image SegmentationSegmentation | CodeCode Available | 2 |
| DAMamba: Vision State Space Model with Dynamic Adaptive Scan | Feb 18, 2025 | image-classificationImage Classification | CodeCode Available | 2 |
| Improving Nighttime Driving-Scene Segmentation via Dual Image-adaptive Learnable Filters | Jul 4, 2022 | Autonomous DrivingScene Segmentation | CodeCode Available | 2 |
| A Unified Framework for 3D Scene Understanding | Jul 3, 2024 | Contrastive LearningKnowledge Distillation | CodeCode Available | 2 |
| DatasetDM: Synthesizing Data with Perception Annotations Using Diffusion Models | Aug 11, 2023 | Dataset GenerationDecoder | CodeCode Available | 2 |
| In Defense of Lazy Visual Grounding for Open-Vocabulary Semantic Segmentation | Aug 9, 2024 | Image to textObject | CodeCode Available | 2 |
| AllWeatherNet:Unified Image Enhancement for Autonomous Driving under Adverse Weather and Lowlight-conditions | Sep 3, 2024 | Autonomous DrivingDeep Attention | CodeCode Available | 2 |
| A Unified Transformer Framework for Group-based Segmentation: Co-Segmentation, Co-Saliency Detection and Video Salient Object Detection | Mar 9, 2022 | Co-Salient Object Detectionobject-detection | CodeCode Available | 2 |
| Fast-iTPN: Integrally Pre-Trained Transformer Pyramid Network with Token Migration | Nov 23, 2022 | object-detectionObject Detection | CodeCode Available | 2 |
| Customized Segment Anything Model for Medical Image Segmentation | Apr 26, 2023 | DecoderImage Segmentation | CodeCode Available | 2 |
| Dataset Quantization | Aug 21, 2023 | Dataset Distillationobject-detection | CodeCode Available | 2 |
| InvPT: Inverted Pyramid Multi-task Transformer for Dense Scene Understanding | Mar 15, 2022 | Boundary DetectionHuman Parsing | CodeCode Available | 2 |
| KPConvX: Modernizing Kernel Point Convolution with Kernel Attention | May 21, 2024 | 3D Point Cloud ClassificationSemantic Segmentation | CodeCode Available | 2 |
| Label Anything: Multi-Class Few-Shot Semantic Segmentation with Visual Prompts | Jul 2, 2024 | Few-Shot Semantic SegmentationSemantic Segmentation | CodeCode Available | 2 |
| LambdaNetworks: Modeling Long-Range Interactions Without Attention | Feb 17, 2021 | image-classificationImage Classification | CodeCode Available | 2 |
| DeepGCNs: Making GCNs Go as Deep as CNNs | Oct 15, 2019 | 3D Point Cloud Classification3D Semantic Segmentation | CodeCode Available | 2 |
| Alleviating Textual Reliance in Medical Language-guided Segmentation via Prototype-driven Semantic Approximation | Jul 15, 2025 | Image SegmentationSegmentation | CodeCode Available | 2 |
| Boundary-Aware Segmentation Network for Mobile and Web Applications | Jan 12, 2021 | Camouflaged Object SegmentationDecoder | CodeCode Available | 2 |
| Learning Affinity from Attention: End-to-End Weakly-Supervised Semantic Segmentation with Transformers | Mar 5, 2022 | Semantic SegmentationWeakly supervised Semantic Segmentation | CodeCode Available | 2 |
| Learning Embeddings with Centroid Triplet Loss for Object Identification in Robotic Grasping | Apr 9, 2024 | Image RetrievalObject | CodeCode Available | 2 |
| Learning Semantic Segmentation of Large-Scale Point Clouds with Random Sampling | Jul 6, 2021 | SegmentationSemantic Segmentation | CodeCode Available | 2 |
| Learning Vision from Models Rivals Learning Vision from Data | Dec 28, 2023 | Contrastive LearningImage Captioning | CodeCode Available | 2 |
| Learning without Exact Guidance: Updating Large-scale High-resolution Land Cover Maps from Low-resolution Historical Labels | Mar 5, 2024 | Pseudo LabelSemantic Segmentation | CodeCode Available | 2 |
| Learn to Rectify the Bias of CLIP for Unsupervised Semantic Segmentation | Jan 1, 2024 | SegmentationSemantic Segmentation | CodeCode Available | 2 |
| Cross-Image Relational Knowledge Distillation for Semantic Segmentation | Apr 14, 2022 | Knowledge DistillationSegmentation | CodeCode Available | 2 |
| CrossEarth: Geospatial Vision Foundation Model for Domain Generalizable Remote Sensing Semantic Segmentation | Oct 30, 2024 | Domain AdaptationDomain Generalization | CodeCode Available | 2 |
| Locality Alignment Improves Vision-Language Models | Oct 14, 2024 | Semantic SegmentationSpatial Reasoning | CodeCode Available | 2 |
| CrossFormer++: A Versatile Vision Transformer Hinging on Cross-scale Attention | Mar 13, 2023 | image-classificationImage Classification | CodeCode Available | 2 |