Dense Prediction

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Period ending 2026-09-14

2 new papers

A weekly snapshot of new work published in Dense Prediction.

Period ending 2026-09-07

2 new papers

A weekly snapshot of new work published in Dense Prediction.

108 papers

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  1. Accelerated Decoding of Centroid Positional Encoding for Instance Segmentation

    Sep 15, 2026Carmelo Scribano, Filippo Muzzini, Nedyalko Prisadnikov +6Dense Prediction

  2. DenseFace: Bias Mitigation in Face Recognition via Density-Aware Probabilistic Matching

    Sep 14, 2026Mansur Bultygov, Vadim Seliutin, Dmitry Nekhaev +1Face Recognition SystemsFairness-Aware Learning

  3. From Pixels to Hierarchical Sequences: Quadtree Mask Encoding for Vision-Language Binary Change Detection

    Sep 9, 2026Xiao An, Ruikang Zhang, Chen Zhong +4Change DetectionDense Prediction

  4. Marigold V2: Revisiting Diffusion Transformers for Monocular Depth Estimation

    Sep 8, 2026Igor Pavlovic, Thiemo Wandel, Anton Obukhov +6Monocular Depth EstimationDiffusion Transformers

  5. Pix2Rep-v2: Data-Efficient Representation Learning for Dense Medical Imaging Applications

    Sep 1, 2026S. Sifaoui, E. Angelini, S. Toupin +2Dense PredictionMedical Imaging

  6. GramLoop: Training-Free Gram-Gated Replay for Robust Dense Prediction

    Aug 29, 2026Yang Chen, Canyu Shen, Xinzhe Rao +5Dense PredictionDinov3

  7. Learning Gaussian Structure: Intervention-Guided Density Control for Feed-Forward Driving Reconstruction

    Aug 11, 2026Hang Li, Jiahe Li, Meiying Gu +3Lidar3D Gaussian Splatting

  8. In-Context Density Estimation for Tabular Data

    Aug 10, 2026Patryk Marszałek, Jacek Tabor, Marek ŚmiejaRandomized Global-Local Density EstimationUnsupervised Anomaly Detection

  9. RealDenseFace: Real-time Monocular 3D Face Reconstruction from Dense UV-space Priors

    Aug 10, 2026Linzhou Li, Tianjia Shao, Kun Zhou3D Face Reconstruction3D

  10. OccAnyScene: Towards Unified Indoor-Outdoor 3D Occupancy Prediction

    Aug 9, 2026Junjie Liu, Wanshui Gan, Zitong Dai +63D Semantic Occupancy Prediction3D Scene Understanding

  11. HSMLA: Hierarchical Softmax Multi-scale Linear Attention for Efficient Vision Transformers

    Aug 7, 2026Dong Liu, Yanxuan Yu, Renata Borovica-Gajic +2Self-Supervised Vision TransformersVision Transformer

  12. Dense-Cast: A lightweight ensemble of deep learning architectures for precipitation nowcasting

    Aug 6, 2026Gourav Jyoti Kalita, Hidam Kumarjit SinghPrecipitationDense Prediction

  13. SCI-CLIP: Segment-Centric Inference with Reference Memory for Training-Free Open-Vocabulary Segmentation

    Aug 6, 2026Mohamad Zamini, Diksha ShuklaOpen-VocabularyDense Prediction

  14. Dense Metric Depth Completion from Sparse Direct Time-of-Flight Sensors

    Aug 5, 2026Hakyeong Kim, Ruicheng Wang, Chengtang Yao +2Depth EstimationDense Prediction

  15. Better, Stronger, Faster, and Broader: Structured All-Mask Prediction for MLLM-Based Segmentation

    Aug 3, 2026Jiazhen Liu, Mingkuan Feng, Long ChenMulti-Modal Semantic SegmentationDense Prediction

  16. VARPose: Flexible 2D Pose Densification via Visual Autoregressive Modeling for Enhanced 3D Lifting

    Aug 3, 2026Kaiyuan Pu, Tiantian Yang, Dan Zeng3D Human Pose EstimationDense Prediction

  17. ST-LoRA: Single Trajectory LoRA Ensemble for Uncertainty Aware Agricultural Segmentation

    Aug 2, 2026Mohamed Farag, Genc Hoxha, Yahia Maleki +2EnsembleUncertainty-Aware Teachers

  18. Training-Free Entity-Level Few-Shot Segmentation of Remote Sensing Images with Advection Refinement

    Jul 31, 2026Xueting Bai, Huan NiFew-Shot SegmentationRemote Sensing

  19. ProgFormer: Hierarchical Voxel Diffusion Transformer for Longitudinal Brain MRI Prediction

    Jul 30, 2026Dexuan Ding, Yuankai Qi, Luping Zhou +3VoxelDense Prediction

  20. Lottery Tickets Are Not Deployment Tickets

    Jul 29, 2026Bum Jun KimLotteriesReliability

  21. DensFiLM: Density-Conditioned Video Saliency for Crowd Scenes

    Jul 28, 2026Anis Ur RahmanSaliencyDense Prediction

  22. Physics-Informed CNN-LSTM for Street-Scale Urban Flood Prediction: Reconciling Aggregate Accuracy and Street-Level Plausibility

    Jul 27, 2026Luc DCosta, Yidi Wang, Jonathan L. Goodall +1Accurate Flood PredictionFlood Detection

  23. InterOCF: Spatio-Temporal 2D-3D Interaction for Camera-Only 4D Occupancy Forecasting

    Jul 27, 2026Qi Zhang, Xinquan Yu, Kaiyi Zhang +13D Semantic Occupancy PredictionVoxel

  24. Unified Video Dense Prediction from Disjoint Data

    Jul 23, 2026Yihong Sun, Seoung Wug Oh, Jiahui Huang +2Dense PredictionUnison

  25. The Dark Room in the Reward Channel: Dense Prediction Rewards Collapse GRPO-Trained LLM Agents -- and The Channel, Not the Content, Decides What Works

    Jul 23, 2026Yu WangLarge Language Model AgentsPartially Observable Markov Decision Process

  26. Point Ladder Tuning: Parameter-Efficient Hierarchical Adaptation for 3D Point Cloud Understanding

    Jul 21, 2026Junlin Chang, Longhao Zou, Rui LiPoint CloudsParameter-Efficient Fine-Tuning Methods

  27. Think Sparse, Predict Dense: Continuous Thought Machines for Image Super-Resolution

    Jul 21, 2026Zekai ShiReal-World Image Super-ResolutionDense Prediction

  28. DORS: Dynamic Attention Routing for Diffusion-based Object Removal in Dense Scenes

    Jul 18, 2026Haitong Tang, Haipeng Liu, Yang WangDiffusion-Based Object Removal ModelsDiverse Occlusion-And-Revelation Scenarios

  29. DPNeXt: A Lightweight Multi-Scale Feature Fusion Framework for Efficient ViT-Based Multi-Task Dense Prediction

    Jul 17, 2026Jehun Kang, Jungha Wang, Youngjun Hwang +1Dense PredictionReal-Time Semantic Segmentation

  30. ARDepth: Auto-regressive Monocular Depth Estimation with Progressive Visual Conditioning

    Jul 14, 2026Zijie Wang, Wei Zhang, Weiming Zhang +4Monocular Depth EstimationDepth Estimation

  31. Next-Dense-Stride Prediction for Multimodal Autoregressive Visual Modeling

    Jul 10, 2026Chicago Y. Park, Jialin Mao, Xiaojian Xu +3Autoregressive Image GenerationDense Prediction

  32. From RGB Generation to Dense Field Readout: Pixel-Space Dense Prediction with Text-to-Image Models

    Jul 7, 2026Zanyi Wang, Xin Lin, Haodong Li +2Dense PredictionText-To-Image Models

  33. PVCap: Towards Accurate 3D Dense Captioning via PseudoCap and VoxelCapNet

    Jul 7, 2026Xiaopei Wu, Chenshu Hou, Liang Peng +93D Scene UnderstandingDense Video Captioning

  34. Repurposing CLIP to Localize at Pixel Level

    Jul 6, 2026Jiaxiang Fang, Shiqiang Ma, Jing Wang +3Pixel-Level LocalizationDense Prediction

  35. TGRIP: A Text-Guided Approach to Vehicle Instance Prediction in Autonomous Driving

    Jul 6, 2026Miguel Antunes-García, Santiago Montiel-Marín, Fabio Sánchez-García +3Vehicle DetectionAutonomous Driving

  36. Topology-Driven Transferability Estimation for 3D Medical Vision Foundation Models

    Jul 5, 2026Jiaqi Tang, Shaoyang Zhang, Fandong Zhang +33D Foundation ModelsTopology

  37. FDR-Occ: Factorized Dense Routing for Full-Spectrum 3D Occupancy Prediction

    Jul 4, 2026Dubing Chen, Huan Zheng, Tianyi Yan +53D Semantic Occupancy PredictionDense Prediction

  38. Learning to Generate Multiple Objects from Dense and Occluded Layouts

    Jul 3, 2026Bach-Hoang Ngo, Si-Tri Ngo, Hieu Le +1Diverse Occlusion-And-Revelation ScenariosDense Prediction

  39. Lightweight Polyp Segmentation via a Gain-Aware Prediction-Space Recursive Controller

    Jul 3, 2026Jiachi Zhang, Zhuoyu Wu, Quanjun Wang +2Polyp SegmentationDense Prediction

  40. Less Tokens, Better Forecasts: Sparse Residual Routing for Efficient Weather Prediction

    Jul 2, 2026Janet Wang, Yunbei Zhang, Lin Zhao +3Artificial Intelligence Weather ModelsSpatio-Temporal Forecasting

  41. ICDepth: Taming Video Diffusion Models for Video Depth Estimation via In-Context Conditioning

    Jul 2, 2026Xuanhua He, Jiaxin Xie, Mingzhe Zheng +1Monocular Depth EstimationVideo Diffusion Models

  42. Learning Video Dynamics with Predictive Differentiable Rendering

    Jun 30, 2026Yujin Tang, Tian Zhou, Xin Lin +5Video RepresentationDifferentiable Rendering

  43. MUSE: Unlocking Timestep as Native Task Steering for One-Step Dense Prediction

    Jun 29, 2026Shuo Zhou, Zhaoxin Li, Xiujuan ChaiDense PredictionMulti--Task Learning

  44. UniGP: Taming Diffusion Transformer for Prior-Preserved Unified Generation and Perception

    Jun 29, 2026Qin Guo, Hao Luo, Dongxu Yue +4Diffusion TransformersDense Prediction

  45. L2D2-GS: Learning to Densify for Feedforward Dynamic Gaussian Scene Reconstruction

    Jun 28, 2026Zetian Song, Chenming Wu, Junnan Liu +63D Gaussian SplattingDense Prediction

  46. Multi-Modal Conditioned High-Resolution Transformer for Urban Electromagnetic Field Map Prediction Download PDF

    Jun 26, 2026Do-Eon Kim, Dongryul Park, Seungyoung Ahn +3Single-Antenna SystemsDense Prediction

  47. Efficient Remote Sensing Instance Segmentation with Linear-Time State Space Distilled Visual Foundation Models

    Jun 24, 2026Qinzhe Yang, Keyan Chen, Jia Xu +2Remote Sensing Image SegmentationRemote Sensing

  48. FLM-Occ: Feed-forward Likelihood Maximization for Efficient Indoor Occupancy Prediction

    Jun 19, 2026Guangcheng Chen, Lihuang Fang, Huaqi Tao +33D Semantic Occupancy PredictionVoxel

  49. PU-UNet: Stable Multiplicative Interactions for Medical Image Segmentation

    Jun 18, 2026Ziyuan Li, Osamah Sufyan, Uwe Jaekel +1U-NetMedical Image Segmentation

  50. HAMON: Passive Optical Sequence Mixing for Long-Horizon Forecasting

    Jun 15, 2026Alper YıldırımLong-Horizon ForecastingDiffract

  51. Instance-Aware Knowledge Distillation for Semi-Supervised Learning of an On-Board Multi-Task Dense Prediction Model for Collision Avoidance System

    Jun 15, 2026Gyutae Hwang, Sang Jun LeeVehicle DetectionDense Prediction

  52. Task-Instructed Causal Routing of Vision Foundation Models for Multi-Task Learning

    Jun 14, 2026Donghyun Han, Yuseok Bae, Jung Uk Kim +1Recent Vision Foundation ModelsDense Prediction

  53. DenseControl: Instance-Level Controllable Synthesis of Dense Crowd Image

    Jun 14, 2026Juncheng Wang, Lei Shang, Wang Lu +2Indoor Scene GenerationDense Prediction

  54. Segmentation-based Detection for Efficient Multi-Task Spacecraft Perception

    Jun 13, 2026Sivaperuman Muniyasamy, Surendar DevasundaramSpacecraftDense Prediction

  55. ViT-Up: Faithful Feature Upsampling for Vision Transformers

    Jun 12, 2026Krispin Wandel, Jingchuan Wang, Hesheng WangSelf-Supervised Vision TransformersUpsampling

  56. Modality Forcing for Scalable Spatial Generation

    Jun 11, 2026Bardienus Pieter Duisterhof, Deva Ramanan, Jeffrey Ichnowski +2Large Image DatasetsDense Prediction

  57. Leveraging Metric Depth for Relative Depth Prediction

    Jun 9, 2026Xiaoyang Bi, Shuaikun Liu, Zhaohong Liu +5Monocular Depth EstimationSports Analytics

  58. 3D Oral Modelling with Improved Vertex Distribution Using Matching-Based Learning

    Jun 6, 2026Jihun Cho, Soo-Yeon Jeong, Eun-Jeong Bae +13D Face ReconstructionDense Prediction

  59. AI Level of Detail: Distance-Aware ML Model Precision Selection for Real-Time Human Motion Prediction in Games

    Jun 4, 2026Mathew VargheseHuman Motion PredictionMotion Model

  60. Data-efficient flood depth prediction through domain-aware coreset selection and tabular foundation models

    Jun 3, 2026Lipai Huang, Adithi Srinath, Manas Singh +2Accurate Flood PredictionSurrogate Modeling