arXiv 2610.21114 · cs.LG · 2026-10-15
Spectral-Spatial Interpretation
Haotian Ma, Ruqi Yang, Philip Townsend
机构待核实
在最新榜 #195 本站收录于 2026-10-23
一句话要点
SSI（光谱-空间解释）针对多光谱图像，在每个像素位置对各通道单独计算 Shapley 值，得到完整的“位置×通道”归因矩阵，而不是单张热力图或全局通道排名。
Spectral-Spatial Interpretation (SSI) computes Shapley values over channels at each position of multispectral images, yielding a full position × channel attribution matrix instead of a single heatmap or global channel ranking.
阅读 arXiv 原文 PDF Hugging Face 讨论 代码仓库 项目页
主题与学科
同主题：视觉理解与 3D
- VisionHOPE: Visual Backbones as Self-Modifying Learning Systems ▲296
- EgoXperience: Learning World-Grounded Egocentric Representations from Human Experience ▲187
- Holi-World: Building Holistic World Intelligence from Human-Ego Experience ▲170
- DONIC: Generalist Dexterous Bimanual Tracking Control from Human Demonstrations ▲129
- GroundAnything: Reconciling Parallel Decoding with Precise Visual Grounding at Flash Speed ▲94
同主题：评测与数据
- BizAgentBench: Unveiling Hidden Challenges in Deploying Long-Horizon Agents for Real-World Business 2026-10-14 · ▲492
- Has GPT-6-Astra Achieved Embodied Intelligence? 2026-10-15 · ▲465
- StreamEval: Evaluating Interactive Streaming Video Generation Models 2026-10-20 · ▲361
- RealCompanion: Benchmarking Human Understanding from Reasoning over Longitudinal Real-World Conversations 2026-10-01 · ▲287
- AgentSWE: Can Coding Agents Build the Agent You Actually Want? 2026-10-09 · ▲233
数据说明
元数据来自 arXiv API（已核实）；点赞来自 Hugging Face 每日论文；引用来自 Semantic Scholar。最近刷新 2026-10-23。
要点由本站根据摘要自写，不转载摘要原文，请阅读原文。