euler314 commited on
Commit
004d023
·
verified ·
1 Parent(s): 9688662

TrackFormer v8: partial-lead data expansion, best on every metric

Browse files
Files changed (1) hide show
  1. README.md +3 -2
README.md CHANGED
@@ -21,7 +21,7 @@ maritime, or emergency decisions.**
21
 
22
  | model | params | inputs | training data |
23
  |---|---|---|---|
24
- | **TrackFormer v3** | 15M (fp16, 30MB) | **track history only, protected dual-stream** | all basins, 1980+, 84,150 windows |
25
  | StormFusion-MT v2 | 3.3M (fp16, 6.7MB) | ERA5 patches + track history | WP, 2000+, 1,337 storm-centered windows |
26
  | TrackFormer (v1) | 21M (fp16, 43MB) | track history only (single-stream) | all basins, 1980+, 84,150 windows |
27
 
@@ -34,7 +34,8 @@ Weights and full reproducible code (dataset builders, training, eval) are in the
34
  |---|---|---|---|---|---|
35
  | StormFusion-MT v2 (3.3M, ERA5) | 729 | 24.2 | 21.6 | 16.2 | 31.8 |
36
  | TrackFormer v1 (21M, single-stream) | 720 | 22.1 | 21.2 | 11.8 | 31.5 |
37
- | **TrackFormer v3 (15M, dual-stream)** | **659** | 21.6 | 18.1 | 11.8 | **28.8** |
 
38
 
39
  **Key findings.** (1) A track-only model that never sees ERA5 **matches or beats** the full ERA5
40
  model, so **data diversity > engineered features > parameters** (a 17.7M ERA5 model overfit and did
 
21
 
22
  | model | params | inputs | training data |
23
  |---|---|---|---|
24
+ | **TrackFormer v8** | 15M (fp16, 30MB) | **track history only, protected dual-stream** | all basins, 1980+, 193k partial-lead windows |
25
  | StormFusion-MT v2 | 3.3M (fp16, 6.7MB) | ERA5 patches + track history | WP, 2000+, 1,337 storm-centered windows |
26
  | TrackFormer (v1) | 21M (fp16, 43MB) | track history only (single-stream) | all basins, 1980+, 84,150 windows |
27
 
 
34
  |---|---|---|---|---|---|
35
  | StormFusion-MT v2 (3.3M, ERA5) | 729 | 24.2 | 21.6 | 16.2 | 31.8 |
36
  | TrackFormer v1 (21M, single-stream) | 720 | 22.1 | 21.2 | 11.8 | 31.5 |
37
+ | TrackFormer v3 (15M, dual-stream) | 659 | 21.6 | 18.1 | 11.8 | 28.8 |
38
+ | **TrackFormer v8 (15M, +partial-lead data)** | **649** | **20.7** | **15.9** | **11.3** | **27.8** |
39
 
40
  **Key findings.** (1) A track-only model that never sees ERA5 **matches or beats** the full ERA5
41
  model, so **data diversity > engineered features > parameters** (a 17.7M ERA5 model overfit and did