← Coded Aperture Compressive Temporal Imaging (CACTI) (L1-004)
CACTI Mismatch-Only Spec (standard SCI video benchmark family) L2-004
mismatch_onlyd_spec = 0.45★ Founder-vetted
Six-tuple S = (Ω, E, B, I, O, ε)
Ω — parameter space
{
"H": [
32,
1024
],
"W": [
32,
1024
],
"B": [
4,
32
],
"noise_level": [
0.001,
0.1
],
"dx": [
0,
1
],
"dy": [
0,
1
],
"theta": [
0,
0.15
],
"dt": [
0,
0.1
],
"eta": [
0.9,
1
],
"gamma": [
0.95,
1.05
],
"offset": [
0,
0.01
],
"sigma_n": [
0.5,
2
]
}E — forward operator
Primitive chain:
S.temporal.coded -> int.temporalInverse: recover x in R^{H x W x B} from a single 2D snapshot y
B — boundary constraints
- nonnegativity: true
- temporal_continuity: true
- mask_binary: C_b(i,j) in {0,1}
I — initialization
zero_init
O — observable outputs
per_frame_PSNRSSIMtemporal_consistencyresidual_norm
ε — acceptance threshold
26.0 + 1.5 * log2(B / 8) + 1.0 * log10(photon_count / 100)Protocol fields
Input format
{
"measurement": "float32(H, W)",
"mask": "bool(H, W, B)"
}Output format
{
"video_cube": "float32(H, W, B)"
}Authored baselines
| Solver | Method sig | Expected metric |
|---|---|---|
| GAP-TV | L+O | expected_psnr=26.5 |
| DeSCI | L+O | expected_psnr=28.3 |
| PnP-FFDNet | L+N | expected_psnr=30.1 |
| EfficientSCI | T+N | expected_psnr=34.2 |
| BIRNAT | R+N | expected_psnr=33 |
Child benchmarks (1)
| Title | ID | ρ | Domain |
|---|---|---|---|
| CACTI Mismatch-Only Benchmark Suite (P-benchmark + 4 I-benchmark tiers) | L3-004 | — | — |