# Point clouds, detection and remote sensing

Area: [State-space sequence models (S4, Mamba)](https://mlsanity.com/ssm/index.md). HTML: https://mlsanity.com/ssm/point-clouds-detection-and-remote-sensing/

## Key facts

- Point clouds, detection and remote sensing: 212 papers on arXiv since 2024 (data through 14 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–14 Oct.

## Most cited here

- [PointMamba: A Simple State Space Model for Point Cloud Analysis](https://mlsanity.com/paper/2402.10739/) (2024), cited by 23 papers here
- [RSMamba: Remote Sensing Image Classification with State Space Model](https://mlsanity.com/paper/2403.19654/) (2024), cited by 13 papers here
- [ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space Model](https://mlsanity.com/paper/2404.03425/) (2024), cited by 13 papers here
- [Point Cloud Mamba: Point Cloud Learning via State Space Model](https://mlsanity.com/paper/2403.00762/) (2024), cited by 12 papers here
- [RS-Mamba for Large Remote Sensing Image Dense Prediction](https://mlsanity.com/paper/2404.02668/) (2024), cited by 12 papers here
- [Mamba3D: Enhancing Local Features for 3D Point Cloud Analysis via State Space Model](https://mlsanity.com/paper/2404.14966/) (2024), cited by 12 papers here
- [Voxel Mamba: Group-Free State Space Models for Point Cloud based 3D Object Detection](https://mlsanity.com/paper/2406.10700/) (2024), cited by 11 papers here
- [MiM-ISTD: Mamba-in-Mamba for Efficient Infrared Small Target Detection](https://mlsanity.com/paper/2403.02148/) (2024), cited by 8 papers here
- [RS3Mamba: Visual State Space Model for Remote Sensing Images Semantic Segmentation](https://mlsanity.com/paper/2404.02457/) (2024), cited by 8 papers here
- [FusionMamba: Dynamic Feature Enhancement for Multimodal Image Fusion with Mamba](https://mlsanity.com/paper/2404.09498/) (2024), cited by 8 papers here

## New (18 Sep–14 Oct)

- [Weave Mamba Fusion: Global Cross-Scale Interaction for Lightweight Face Detection](https://mlsanity.com/paper/2610.05865/) (2026-10-05)
- [StarBOA: Real-Time Mamba State-Space Unrolling for Sparse Radar Micro-Doppler in ISAC Networks](https://mlsanity.com/paper/2609.33408/) (2026-09-27)
- [Temporally Ordered Region-Token Mamba with Logit-Space Diffusion for Remote Sensing Change Detection](https://mlsanity.com/paper/2609.27149/) (2026-09-22)
- [Point Diffusion Mamba: Unified Diffusion-State-Space Modeling for Single-View 3D Reconstruction under Data Scarcity](https://mlsanity.com/paper/2609.25538/) (2026-09-22)
- [PointLAM: Local Attentive Mamba for Efficient Point-based 3D Object Detection](https://mlsanity.com/paper/2609.21780/) (2026-09-18)
- [S3VD: Semantic-Guidance Spatio-Temporal Scanning for Video Deraining](https://mlsanity.com/paper/2609.21322/) (2026-09-18)