SAMChat: Introducing Chain of Thought Reasoning and GRPO to a Multimodal Small Language Model for Small Scale Remote Sensing
Fuente:
arXiv
Saved in:
| Main Authors: | Koksal, Aybora, Alatan, A. Aydin |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
TinyRS-R1: Compact Multimodal Language Model for Remote Sensing
by: Koksal, Aybora, et al.
Published: (2025)
by: Koksal, Aybora, et al.
Published: (2025)
Few-Shot Vision-Language Reasoning for Satellite Imagery via Verifiable Rewards
by: Koksal, Aybora, et al.
Published: (2025)
by: Koksal, Aybora, et al.
Published: (2025)
XoFTR: Cross-modal Feature Matching Transformer
by: Tuzcuoğlu, Önder, et al.
Published: (2024)
by: Tuzcuoğlu, Önder, et al.
Published: (2024)
IG-SLAM: Instant Gaussian SLAM
by: Sarikamis, F. Aykut, et al.
Published: (2024)
by: Sarikamis, F. Aykut, et al.
Published: (2024)
Towards Faithful Reasoning in Remote Sensing: A Perceptually-Grounded GeoSpatial Chain-of-Thought for Vision-Language Models
by: Liu, Jiaqi, et al.
Published: (2025)
by: Liu, Jiaqi, et al.
Published: (2025)
Multimodal Chain-of-Thought Reasoning in Language Models
by: Zhang, Zhuosheng, et al.
Published: (2023)
by: Zhang, Zhuosheng, et al.
Published: (2023)
Causal Transformer for Fusion and Pose Estimation in Deep Visual Inertial Odometry
by: Kurt, Yunus Bilge, et al.
Published: (2024)
by: Kurt, Yunus Bilge, et al.
Published: (2024)
Corvid: Improving Multimodal Large Language Models Towards Chain-of-Thought Reasoning
by: Jiang, Jingjing, et al.
Published: (2025)
by: Jiang, Jingjing, et al.
Published: (2025)
Multimodal Chain of Continuous Thought for Latent-Space Reasoning in Vision-Language Models
by: Pham, Tan-Hanh, et al.
Published: (2025)
by: Pham, Tan-Hanh, et al.
Published: (2025)
Harnessing Chain-of-Thought Reasoning in Multimodal Large Language Models for Face Anti-Spoofing
by: Zhang, Honglu, et al.
Published: (2025)
by: Zhang, Honglu, et al.
Published: (2025)
Attention-guided Fine-tuning of Multimodal Large Language Models Improves Chain-of-Thought Reasoning
by: Sinha, Sanchit, et al.
Published: (2026)
by: Sinha, Sanchit, et al.
Published: (2026)
Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey
by: Wang, Yaoting, et al.
Published: (2025)
by: Wang, Yaoting, et al.
Published: (2025)
AIM-CoT: Active Information-driven Multimodal Chain-of-Thought for Vision-Language Reasoning
by: Li, Xiping, et al.
Published: (2025)
by: Li, Xiping, et al.
Published: (2025)
Grounded Chain-of-Thought for Multimodal Large Language Models
by: Wu, Qiong, et al.
Published: (2025)
by: Wu, Qiong, et al.
Published: (2025)
FantasyVLN: Unified Multimodal Chain-of-Thought Reasoning for Vision-Language Navigation
by: Zuo, Jing, et al.
Published: (2026)
by: Zuo, Jing, et al.
Published: (2026)
Small but Mighty: Dynamic Wavelet Expert-Guided Fine-Tuning of Large-Scale Models for Optical Remote Sensing Object Segmentation
by: Sun, Yanguang, et al.
Published: (2026)
by: Sun, Yanguang, et al.
Published: (2026)
TumorChain: Interleaved Multimodal Chain-of-Thought Reasoning for Traceable Clinical Tumor Analysis
by: Li, Sijing, et al.
Published: (2026)
by: Li, Sijing, et al.
Published: (2026)
EndoCoT: Scaling Endogenous Chain-of-Thought Reasoning in Diffusion Models
by: Dai, Xuanlang, et al.
Published: (2026)
by: Dai, Xuanlang, et al.
Published: (2026)
Visual Sketchpad: Sketching as a Visual Chain of Thought for Multimodal Language Models
by: Hu, Yushi, et al.
Published: (2024)
by: Hu, Yushi, et al.
Published: (2024)
Explainable Action Form Assessment by Exploiting Multimodal Chain-of-Thoughts Reasoning
by: Qi, Mengshi, et al.
Published: (2025)
by: Qi, Mengshi, et al.
Published: (2025)
ThinkMorph: Emergent Properties in Multimodal Interleaved Chain-of-Thought Reasoning
by: Gu, Jiawei, et al.
Published: (2025)
by: Gu, Jiawei, et al.
Published: (2025)
SOPSeg: Prompt-based Small Object Instance Segmentation in Remote Sensing Imagery
by: Wang, Chenhao, et al.
Published: (2025)
by: Wang, Chenhao, et al.
Published: (2025)
Downscaling Intelligence: Exploring Perception and Reasoning Bottlenecks in Small Multimodal Models
by: Endo, Mark, et al.
Published: (2025)
by: Endo, Mark, et al.
Published: (2025)
MDE-VIO: Enhancing Visual-Inertial Odometry Using Learned Depth Priors
by: Alniak, Arda, et al.
Published: (2026)
by: Alniak, Arda, et al.
Published: (2026)
Understanding and Mitigating Hallucinations in Multimodal Chain-of-Thought Models
by: Ma, Ji, et al.
Published: (2026)
by: Ma, Ji, et al.
Published: (2026)
GeoChain: Multimodal Chain-of-Thought for Geographic Reasoning
by: Yerramilli, Sahiti, et al.
Published: (2025)
by: Yerramilli, Sahiti, et al.
Published: (2025)
MathCanvas: Intrinsic Visual Chain-of-Thought for Multimodal Mathematical Reasoning
by: Shi, Weikang, et al.
Published: (2025)
by: Shi, Weikang, et al.
Published: (2025)
Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought
by: Peng, Yi, et al.
Published: (2025)
by: Peng, Yi, et al.
Published: (2025)
Think-as-You-See: Streaming Chain-of-Thought Reasoning for Large Vision-Language Models
by: Zhang, Jialiang, et al.
Published: (2026)
by: Zhang, Jialiang, et al.
Published: (2026)
GeoLLaVA-8K: Scaling Remote-Sensing Multimodal Large Language Models to 8K Resolution
by: Wang, Fengxiang, et al.
Published: (2025)
by: Wang, Fengxiang, et al.
Published: (2025)
dVLA: Diffusion Vision-Language-Action Model with Multimodal Chain-of-Thought
by: Wen, Junjie, et al.
Published: (2025)
by: Wen, Junjie, et al.
Published: (2025)
Measuring and Improving Chain-of-Thought Reasoning in Vision-Language Models
by: Chen, Yangyi, et al.
Published: (2023)
by: Chen, Yangyi, et al.
Published: (2023)
MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification
by: Sun, Linzhuang, et al.
Published: (2025)
by: Sun, Linzhuang, et al.
Published: (2025)
MM-CoT:A Benchmark for Probing Visual Chain-of-Thought Reasoning in Multimodal Models
by: Zhang, Jusheng, et al.
Published: (2025)
by: Zhang, Jusheng, et al.
Published: (2025)
VisReason: A Large-Scale Dataset for Visual Chain-of-Thought Reasoning
by: Li, Lingxiao, et al.
Published: (2025)
by: Li, Lingxiao, et al.
Published: (2025)
Faithful GRPO: Improving Visual Spatial Reasoning in Multimodal Language Models via Constrained Policy Optimization
by: Kancheti, Sai Srinivas, et al.
Published: (2026)
by: Kancheti, Sai Srinivas, et al.
Published: (2026)
Chain-of-Thought Degrades Visual Spatial Reasoning Capabilities of Multimodal LLMs
by: Kancheti, Sai Srinivas, et al.
Published: (2026)
by: Kancheti, Sai Srinivas, et al.
Published: (2026)
Small Target Detection Based on Mask-Enhanced Attention Fusion of Visible and Infrared Remote Sensing Images
by: Zhang, Qianqian, et al.
Published: (2026)
by: Zhang, Qianqian, et al.
Published: (2026)
LHRS-Bot-Nova: Improved Multimodal Large Language Model for Remote Sensing Vision-Language Interpretation
by: Li, Zhenshi, et al.
Published: (2024)
by: Li, Zhenshi, et al.
Published: (2024)
SkyNative: A Native Multimodal Framework for Remote Sensing Visual Evidence Reasoning
by: Yang, Xiao, et al.
Published: (2026)
by: Yang, Xiao, et al.
Published: (2026)
Similar Items
-
TinyRS-R1: Compact Multimodal Language Model for Remote Sensing
by: Koksal, Aybora, et al.
Published: (2025) -
Few-Shot Vision-Language Reasoning for Satellite Imagery via Verifiable Rewards
by: Koksal, Aybora, et al.
Published: (2025) -
XoFTR: Cross-modal Feature Matching Transformer
by: Tuzcuoğlu, Önder, et al.
Published: (2024) -
IG-SLAM: Instant Gaussian SLAM
by: Sarikamis, F. Aykut, et al.
Published: (2024) -
Towards Faithful Reasoning in Remote Sensing: A Perceptually-Grounded GeoSpatial Chain-of-Thought for Vision-Language Models
by: Liu, Jiaqi, et al.
Published: (2025)