mlsanityData to 7 Oct 2026

Point clouds, detection and remote sensing

212 papers1 this weekLow confidence in this grouping: the papers may belong to more than one topic, or the group may changeLow confidence in this grouping: the papers may belong to more than one topic, or the group may change · About

Keywords: mamba, fusion, point, detection, cloud

Key facts. Point clouds, detection and remote sensing: 212 papers on arXiv since 2024 (data through 7 Oct 2026). 23 of its 212 mapped papers (11%) cite “PointMamba: A Simple State Space Model for Point Cloud Analysis” (2024, arXiv 2402.10739). 13 of its 212 mapped papers (6%) cite “RSMamba: Remote Sensing Image Classification with State Space Model” (2024, arXiv 2403.19654). 6 new papers 18 Sep–7 Oct.

What’s new

18 Sep – 7 Oct 2026

6 new papers, 18 Sep – 7 Oct; 1 this week.

  1. This week · 1
  2. Weave Mamba Fusion: Global Cross-Scale Interaction for Lightweight Face Detection also fits: Vision Mamba backbones
  3. Earlier · 5
  4. StarBOA: Real-Time Mamba State-Space Unrolling for Sparse Radar Micro-Doppler in ISAC Networks also fits: Time series forecasting with SSMs
  5. Temporally Ordered Region-Token Mamba with Logit-Space Diffusion for Remote Sensing Change Detection
  6. Point Diffusion Mamba: Unified Diffusion-State-Space Modeling for Single-View 3D Reconstruction under Data Scarcity also fits: Video, motion and generative Mamba models
  7. PointLAM: Local Attentive Mamba for Efficient Point-based 3D Object Detection
  8. S3VD: Semantic-Guidance Spatio-Temporal Scanning for Video Deraining

Foundations

Most cited by papers here

  1. PointMamba: A Simple State Space Model for Point Cloud Analysis2024cited by 23 here
  2. RSMamba: Remote Sensing Image Classification with State Space Model2024cited by 13 here
  3. ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space Model2024cited by 13 here
  4. Point Cloud Mamba: Point Cloud Learning via State Space Model2024cited by 12 here
  5. RS-Mamba for Large Remote Sensing Image Dense Prediction2024cited by 12 here

Lineage

The papers this direction builds on, oldest first.

Each paper on the line cites the one before.

  1. 2021Efficiently Modeling Long Sequences with Structured State Spacescited by 70 here
  2. 2022Diagonal State Spaces are as Effective as Structured State Spacescited by 11 here
  3. 2023Mamba: Linear-Time Sequence Modeling with Selective State Spacescited by 123 here
  4. 2024U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentationcited by 21 here
  5. 2024Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Modelcited by 81 here
  6. 2024VM-UNet: Vision Mamba UNet for Medical Image Segmentationcited by 21 here
  7. 2024EfficientVMamba: Atrous Selective Scan for Light Weight Visual Mambacited by 10 here
  8. 2024MambaVision: A Hybrid Mamba-Transformer Vision Backbonecited by 13 here
16 more it builds on, not in this chain
  1. 2022Simplified State Space Layers for Sequence Modelingcited by 27 here
  2. 2024Vivim: a Video Vision Mamba for Medical Video Segmentationcited by 8 here
  3. 2024Swin-UMamba: Mamba-based UNet with ImageNet-based pretrainingcited by 9 here
  4. 2024Mamba-UNet: UNet-Like Pure Visual Mamba for Medical Image Segmentationcited by 8 here
  5. 2024PointMamba: A Simple State Space Model for Point Cloud Analysiscited by 23 here
  6. 2024Pan-Mamba: Effective pan-sharpening with State Space Modelcited by 10 here
  7. 2024MambaIR: A Simple Baseline for Image Restoration with State-Space Modelcited by 15 here
  8. 2024Point Cloud Mamba: Point Cloud Learning via State Space Modelcited by 12 here
  9. 2024LocalMamba: Visual State Space Model with Windowed Selective Scancited by 17 here
  10. 2024PlainMamba: Improving Non-Hierarchical Mamba in Visual Recognitioncited by 9 here
  11. 2024RSMamba: Remote Sensing Image Classification with State Space Modelcited by 13 here
  12. 2024RS-Mamba for Large Remote Sensing Image Dense Predictioncited by 12 here
  13. 2024ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space Modelcited by 13 here
  14. 2024Mamba3D: Enhancing Local Features for 3D Point Cloud Analysis via State Space Modelcited by 12 here
  15. 2024Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Dualitycited by 12 here
  16. 2024Voxel Mamba: Group-Free State Space Models for Point Cloud based 3D Object Detectioncited by 11 here

The 24 most cited of 188.

Browse

30 of 212, ranked 6–35

  1. 6Mamba3D: Enhancing Local Features for 3D Point Cloud Analysis via State Space Model202412
  2. 7Voxel Mamba: Group-Free State Space Models for Point Cloud based 3D Object Detection202411
  3. 8MiM-ISTD: Mamba-in-Mamba for Efficient Infrared Small Target Detection20248
  4. 9RS3Mamba: Visual State Space Model for Remote Sensing Images Semantic Segmentation20248
  5. 10FusionMamba: Dynamic Feature Enhancement for Multimodal Image Fusion with Mamba20248
  6. 11DMM: Disparity-guided Multispectral Mamba for Oriented Object Detection in Remote Sensing20247
  7. 12Point Mamba: A Novel Point Cloud Backbone Based on State Space Model with Octree-Based Ordering Strategy20246
  8. 13Fusion-Mamba for Cross-modality Object Detection20246
  9. 14LION: Linear Group RNN for 3D Object Detection in Point Clouds20246
  10. 15Samba: Semantic Segmentation of Remotely Sensed Images with State Space Model20245
All 30
  1. 16RSCaMa: Remote Sensing Image Change Captioning with State Space Model20245
  2. 17CM-UNet: Hybrid CNN-Mamba UNet for Remote Sensing Image Semantic Segmentation20245
  3. 18PoinTramba: A Hybrid Transformer-Mamba Framework for Point Cloud Analysis20245
  4. 19CDMamba: Incorporating Local Clues into Mamba for Remote Sensing Image Binary Change Detection20245
  5. 20MambaDFuse: A Mamba-based Dual-phase Model for Multi-modality Image Fusion20244
  6. 21Mamba-FETrack: Frame-Event Tracking via State Space Model20244
  7. 22MaDiNet: Mamba Diffusion Network for SAR Target Detection20244
  8. 23Spectral Informed Mamba for Robust Point Cloud Processing20253
  9. 24FusionMamba: Efficient Remote Sensing Image Fusion with State Space Model20243
  10. 25Rethinking Scanning Strategies with Vision Mamba in Semantic Segmentation of Remote Sensing Imagery: An Experimental Study20243
  11. 26PyramidMamba: Rethinking Pyramid Feature Fusion with Selective Space State Model for Semantic Segmentation of Remote Sensing Imagery20243
  12. 27SCSegamba: Lightweight Structure-Aware Vision Mamba for Crack Segmentation in Structures20252
  13. 28PMA: Towards Parameter-Efficient Point Cloud Understanding via Point Mamba Adapter20252
  14. 29ZigzagPointMamba: Spatial-Semantic Mamba for Point Cloud Understanding20252
  15. 30StruMamba3D: Exploring Structural Mamba for Self-supervised Point Cloud Representation Learning20252
  16. 31HydraMamba: Multi-Head State Space Model for Global Point Cloud Learning20252
  17. 32CloudMamba: Grouped Selective State Spaces for Point Cloud Analysis20252
  18. 33Frequency-Assisted Mamba for Remote Sensing Image Super-Resolution20242
  19. 34MAMBA4D: Efficient Long-Sequence Point Cloud Video Understanding with Disentangled Spatial-Temporal State Space Models20242
  20. 35LCM: Locally Constrained Compact Point Cloud Model for Masked Point Modeling20242