Research
Papers
| Paper | Venue | Deadline | Status | Slack |
|---|---|---|---|---|
| First paper · height sampling Height-aware point sampling for forest semantic segmentation | Undecided (IEEE GRSL letter or CVPR EarthVision workshop) | — | Planning | — |
| P0 · Q1 review 3D perception of wildfire fuel structure: a systematic review | Ecological Informatics (first choice) | 15 Jan 2027 | Planning | 69 days |
| P1 · ICCV 2027 Occlusion-aware point selection and fusion for understory segmentation | ICCV 2027 | 8 Mar 2027 (est.) | Planning | 87 days |
| P2 · NeurIPS 2027 Budgeted agent-guided refinement of 3D fuel structure, or a hide-and-check benchmark | NeurIPS 2027 (main track or Datasets and Benchmarks; decide by 15 Apr 2027) | 21 May 2027 (est.) | Planning | — |
| P3 · Q1 journal Occlusion-aware fuel-structure estimation validated against ground-based laser scans | ISPRS Journal of Photogrammetry and Remote Sensing, or Remote Sensing of Environment | 15 Sep 2027 | Planning | — |
| Thesis MSc thesis | — | 30 Sep 2027 (est.) | Planning | — |
Experiments
| Experiment | Status | Verdict |
|---|---|---|
| E1: occlusion-aware point selection | Planned | — |
| E2: PointNet++ with a learned fusion module | Planned | — |
| E3: budgeted agent (restore, refine, stop) | Planned | — |
| HELIOS++ hide-and-check | Running | — |
| Notebook 01: PointNet and PointNet++ baselines on ForestSemantic-MS | Done | — |
| Notebook 02: sampling retention gate | Done | NO-GO on ForestSemantic-MS |