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  1. README.md +41 -13
  2. exp0-2/swinTF_random.pt +3 -0
  3. exp0/CheXpert/densenet.pt +3 -0
  4. exp0/CheXpert/mamba.pt +3 -0
  5. exp0/CheXpert/swinTF.pt +3 -0
  6. exp0/MIMIC/densenet.pt +3 -0
  7. exp0/MIMIC/mamba.pt +3 -0
  8. exp0/MIMIC/swinTF.pt +3 -0
  9. exp1-1/mamba_keep/patch1.pt +3 -0
  10. exp1-1/mamba_keep/patch2.pt +3 -0
  11. exp1-1/mamba_keep/patch3.pt +3 -0
  12. exp1-1/mamba_keep/patch4.pt +3 -0
  13. exp1-1/mamba_keep/patch5.pt +3 -0
  14. exp1-1/mamba_keep/patch6.pt +3 -0
  15. exp1-1/mamba_keep/patch7.pt +3 -0
  16. exp1-1/mamba_keep/patch8.pt +3 -0
  17. exp1-1/mamba_keep/patch9.pt +3 -0
  18. exp1-1/mamba_remove/patch1.pt +3 -0
  19. exp1-1/mamba_remove/patch2.pt +3 -0
  20. exp1-1/mamba_remove/patch3.pt +3 -0
  21. exp1-1/mamba_remove/patch4.pt +3 -0
  22. exp1-1/mamba_remove/patch5.pt +3 -0
  23. exp1-1/mamba_remove/patch6.pt +3 -0
  24. exp1-1/mamba_remove/patch7.pt +3 -0
  25. exp1-1/mamba_remove/patch8.pt +3 -0
  26. exp1-1/mamba_remove/patch9.pt +3 -0
  27. exp1-2/swinTF_keep/patch1.pt +2 -2
  28. exp1-2/swinTF_keep/patch2.pt +2 -2
  29. exp1-2/swinTF_keep/patch3.pt +2 -2
  30. exp1-2/swinTF_keep/patch4.pt +2 -2
  31. exp1-2/swinTF_keep/patch5.pt +2 -2
  32. exp1-2/swinTF_keep/patch6.pt +2 -2
  33. exp1-2/swinTF_keep/patch7.pt +2 -2
  34. exp1-2/swinTF_keep/patch8.pt +2 -2
  35. exp1-2/swinTF_keep/patch9.pt +2 -2
  36. exp1-2/swinTF_remove/patch1.pt +2 -2
  37. exp1-2/swinTF_remove/patch2.pt +2 -2
  38. exp1-2/swinTF_remove/patch3.pt +2 -2
  39. exp1-2/swinTF_remove/patch4.pt +2 -2
  40. exp1-2/swinTF_remove/patch5.pt +2 -2
  41. exp1-2/swinTF_remove/patch6.pt +2 -2
  42. exp1-2/swinTF_remove/patch7.pt +2 -2
  43. exp1-2/swinTF_remove/patch8.pt +2 -2
  44. exp1-2/swinTF_remove/patch9.pt +2 -2
  45. exp1/densenet_keep/patch1.pt +3 -0
  46. exp1/densenet_keep/patch2.pt +3 -0
  47. exp1/densenet_keep/patch3.pt +3 -0
  48. exp1/densenet_keep/patch4.pt +3 -0
  49. exp1/densenet_keep/patch5.pt +3 -0
  50. exp1/densenet_keep/patch6.pt +3 -0
README.md CHANGED
@@ -29,17 +29,42 @@ All models were trained on [MIMIC-CXR-JPG v2.0.0](https://physionet.org/content/
29
 
30
  ```
31
  insurance_paper_weights/
32
- ├── exp1-1/ # Patch remove-one — MedMamba
33
- │ ├── patch1.pt ... patch9.pt
 
 
 
34
  │
35
- ├── exp1-2/ # Patch keep/remove — DenseNet + SwinT
 
 
 
36
  │ ├── densenet_keep/
37
  │ │ └── patch1.pt ... patch9.pt
 
 
 
 
 
 
 
 
 
 
38
  │ ├── swinTF_keep/
39
  │ │ └── patch1.pt ... patch9.pt
40
  │ └── swinTF_remove/
41
  │ └── patch1.pt ... patch9.pt
42
  │
 
 
 
 
 
 
 
 
 
43
  ├── exp3/ # Demographics — MedMamba
44
  │ ├── sex.pt, age.pt, race.pt
45
  │ ├── sexage.pt, sexrace.pt, agerace.pt
@@ -48,7 +73,7 @@ insurance_paper_weights/
48
  ├── exp3-1/ # Demographics — DenseNet
49
  │ └── (same 7 files)
50
  │
51
- ├── exp3-2/ # Demographics — SwinT
52
  │ └── (same 7 files)
53
  │
54
  ├── exp4/ # Frequency filtering — MedMamba
@@ -57,7 +82,7 @@ insurance_paper_weights/
57
  │ └── lowpass/
58
  │ └── 1Hz.pt, 5Hz.pt, ... 400Hz.pt
59
  │
60
- ├── exp4-1/ # Frequency filtering — SwinT
61
  │ ├── highpass/ └── lowpass/
62
  │
63
  └── exp4-2/ # Frequency filtering — DenseNet
@@ -66,16 +91,18 @@ insurance_paper_weights/
66
 
67
  ## Checkpoint Table
68
 
69
- > **Note:** Exp0 (baseline full-image) and Exp1 (baseline MIMIC-only DenseNet) weights are **not yet trained** and are not included in this repository.
70
 
71
  | Experiment | Description | Model | Config | # Checkpoints | HF path | Available? |
72
  |------------|-------------|-------|--------|---------------|---------|------------|
73
- | **exp0** | Baseline (full image) | densenet, mamba, swinTF | — | 0 | — | **Not trained** |
74
- | **exp1** | Baseline MIMIC-only | densenet | — | 0 | — | **Not trained** |
75
- | **exp1-1** | Patch remove | MedMamba | 9 patches | 9 | `exp1-1/patch{1-9}.pt` | Yes |
76
- | **exp1-2** | Patch keep — DenseNet | DenseNet | 9 patches | 9 | `exp1-2/densenet_keep/patch{1-9}.pt` | Yes |
77
- | **exp1-2** | Patch keep — SwinT | SwinT | 9 patches | 9 | `exp1-2/swinTF_keep/patch{1-9}.pt` | Yes |
78
- | **exp1-2** | Patch remove — SwinT | SwinT | 9 patches | 9 | `exp1-2/swinTF_remove/patch{1-9}.pt` | Yes |
 
 
79
  | **exp3** | Demographics (addDemo) | MedMamba | 7 demo combos | 7 | `exp3/{combo}.pt` | Yes |
80
  | **exp3-1** | Demographics (addDemo) | DenseNet | 7 demo combos | 7 | `exp3-1/{combo}.pt` | Yes |
81
  | **exp3-2** | Demographics (addDemo) | SwinT | 7 demo combos | 7 | `exp3-2/{combo}.pt` | Yes |
@@ -86,10 +113,11 @@ insurance_paper_weights/
86
  | **exp4-2** | Freq filtering — highpass | DenseNet | 8 frequencies | 8 | `exp4-2/highpass/{F}Hz.pt` | Yes |
87
  | **exp4-2** | Freq filtering — lowpass | DenseNet | 8 frequencies | 8 | `exp4-2/lowpass/{F}Hz.pt` | Yes |
88
 
89
- **Total: 105 trained checkpoints** (exp0 and exp1 not yet trained).
90
 
91
  - **Demo combos** (exp3): `sex`, `age`, `race`, `sexage`, `sexrace`, `agerace`, `sexagerace`
92
  - **Frequencies** (exp4): 1, 5, 10, 25, 50, 100, 200, 400 Hz
 
93
  - **Patches** (exp1): 1-9, corresponding to a 3x3 grid on 448x448 images (left-to-right, top-to-bottom)
94
 
95
  ## Usage
 
29
 
30
  ```
31
  insurance_paper_weights/
32
+ ├── exp0/ # Baselines (CheXpert / MIMIC)
33
+ │ ├── CheXpert/
34
+ │ │ └── densenet.pt, mamba.pt, swinTF.pt
35
+ │ └── MIMIC/
36
+ │ └── densenet.pt, mamba.pt, swinTF.pt
37
  │
38
+ ├── exp0-2/ # Random Initialization
39
+ │ └── swinTF_random.pt
40
+ │
41
+ ├── exp1/ # Patch keep/remove — DenseNet
42
  │ ├── densenet_keep/
43
  │ │ └── patch1.pt ... patch9.pt
44
+ │ └── densenet_remove/
45
+ │ └── patch1.pt ... patch9.pt
46
+ │
47
+ ├── exp1-1/ # Patch keep/remove — MedMamba
48
+ │ ├── mamba_keep/
49
+ │ │ └── patch1.pt ... patch9.pt
50
+ │ └── mamba_remove/
51
+ │ └── patch1.pt ... patch9.pt
52
+ │
53
+ ├── exp1-2/ # Patch keep/remove — Swin Transformer
54
  │ ├── swinTF_keep/
55
  │ │ └── patch1.pt ... patch9.pt
56
  │ └── swinTF_remove/
57
  │ └── patch1.pt ... patch9.pt
58
  │
59
+ ├── exp2/ # Resolution — MedMamba
60
+ │ └── mamba_2.pt ... mamba_224.pt (8 files)
61
+ │
62
+ ├── exp2-1/ # Resolution — DenseNet
63
+ │ └── densenet_2.pt ... densenet_224.pt (8 files)
64
+ │
65
+ ├── exp2-2/ # Resolution — Swin Transformer
66
+ │ └── swinTF_4.pt ... swinTF_224.pt (7 files)
67
+ │
68
  ├── exp3/ # Demographics — MedMamba
69
  │ ├── sex.pt, age.pt, race.pt
70
  │ ├── sexage.pt, sexrace.pt, agerace.pt
 
73
  ├── exp3-1/ # Demographics — DenseNet
74
  │ └── (same 7 files)
75
  │
76
+ ├── exp3-2/ # Demographics — Swin Transformer
77
  │ └── (same 7 files)
78
  │
79
  ├── exp4/ # Frequency filtering — MedMamba
 
82
  │ └── lowpass/
83
  │ └── 1Hz.pt, 5Hz.pt, ... 400Hz.pt
84
  │
85
+ ├── exp4-1/ # Frequency filtering — Swin Transformer
86
  │ ├── highpass/ └── lowpass/
87
  │
88
  └── exp4-2/ # Frequency filtering — DenseNet
 
91
 
92
  ## Checkpoint Table
93
 
94
+ > **Note:** All experiments are trained and available.
95
 
96
  | Experiment | Description | Model | Config | # Checkpoints | HF path | Available? |
97
  |------------|-------------|-------|--------|---------------|---------|------------|
98
+ | **exp0** | Baselines (CheXpert/MIMIC) | All 3 | — | 6 | `exp0/{dataset}/{model}.pt` | Yes |
99
+ | **exp0-2** | Random Initialisation | SwinT | — | 1 | `exp0-2/swinTF_random.pt` | Yes |
100
+ | **exp1** | Patch keep/remove | DenseNet | 9 patches x 2 | 18 | `exp1/densenet_{keep/remove}/patch{N}.pt` | Yes |
101
+ | **exp1-1** | Patch keep/remove | MedMamba | 9 patches x 2 | 18 | `exp1-1/mamba_{keep/remove}/patch{N}.pt` | Yes |
102
+ | **exp1-2** | Patch keep/remove | SwinT | 9 patches x 2 | 18 | `exp1-2/swinTF_{keep/remove}/patch{N}.pt` | Yes |
103
+ | **exp2** | Resolution | MedMamba | 8 resolutions | 8 | `exp2/mamba_{N}.pt` | Yes |
104
+ | **exp2-1** | Resolution | DenseNet | 8 resolutions | 8 | `exp2-1/densenet_{N}.pt` | Yes |
105
+ | **exp2-2** | Resolution | SwinT | 7 resolutions | 7 | `exp2-2/swinTF_{N}.pt` | Yes |
106
  | **exp3** | Demographics (addDemo) | MedMamba | 7 demo combos | 7 | `exp3/{combo}.pt` | Yes |
107
  | **exp3-1** | Demographics (addDemo) | DenseNet | 7 demo combos | 7 | `exp3-1/{combo}.pt` | Yes |
108
  | **exp3-2** | Demographics (addDemo) | SwinT | 7 demo combos | 7 | `exp3-2/{combo}.pt` | Yes |
 
113
  | **exp4-2** | Freq filtering — highpass | DenseNet | 8 frequencies | 8 | `exp4-2/highpass/{F}Hz.pt` | Yes |
114
  | **exp4-2** | Freq filtering — lowpass | DenseNet | 8 frequencies | 8 | `exp4-2/lowpass/{F}Hz.pt` | Yes |
115
 
116
+ **Total: 153 trained checkpoints**
117
 
118
  - **Demo combos** (exp3): `sex`, `age`, `race`, `sexage`, `sexrace`, `agerace`, `sexagerace`
119
  - **Frequencies** (exp4): 1, 5, 10, 25, 50, 100, 200, 400 Hz
120
+ - **Resolutions** (exp2): 2, 4, 7, 14, 28, 56, 112, 224
121
  - **Patches** (exp1): 1-9, corresponding to a 3x3 grid on 448x448 images (left-to-right, top-to-bottom)
122
 
123
  ## Usage
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