# RF Device Identification - Benchmark Results

**Date**: 1771170119.1678076
**Total Tests**: 12

## Overall Metrics

### Top-K Accuracy

- **Top-1**: 33.3%
- **Top-3**: 50.0%
- **Top-5**: 50.0%

### Confidence Distribution

- **High (>80%)**: 8 (66.7%)
- **Medium (50-80%)**: 3 (25.0%)
- **Low (<50%)**: 1 (8.3%)

### Performance

- **Avg Parse Time**: 0.26 ms
- **Avg Match Time**: 132.81 ms
- **Total**: 133.07 ms

## Per-Protocol Results

| Protocol | Tests | Top-1 Acc | Avg Confidence |
|----------|-------|-----------|----------------|
| Acurite 609TXC | 1 | 0.0% | 0.0% |
| Oregon Scientific v2.1 | 1 | 0.0% | 0.0% |
| Nexus Temperature-Humidity | 1 | 0.0% | 86.6% |
| Princeton | 2 | 0.0% | 79.9% |
| Toyota TPMS | 1 | 0.0% | 67.7% |
| Honeywell Security | 1 | 0.0% | 0.0% |
| Generic Doorbell | 1 | 0.0% | 97.1% |
| LaCrosse TX141-BV2 | 2 | 100.0% | 100.0% |
| PT2262 | 1 | 100.0% | 91.0% |
| Schrader TPMS | 1 | 100.0% | 65.7% |

## Detailed Results

### ✓ lacrosse_tx141-bv2_synthetic.sub

- **Expected**: LaCrosse TX141-BV2
- **Got**: LaCrosse TX141TH-Bv2 (confidence: 100.0%)
- **Rank**: 1

**Top 5 Matches**:
1. LaCrosse TX141TH-Bv2 (100.0%)
2. Oregon Scientific v3.0 (90.3%)
3. Oregon Scientific v2.1 (89.3%)
4. ELV EM 1000 (86.5%)
5. Funkbus / Instafunk (Berker, Gira, Jung) (86.5%)

### ✗ acurite_609txc_synthetic.sub

- **Expected**: Acurite 609TXC
- **Got**: Acurite 896 Rain Gauge (confidence: 87.4%)
- **Rank**: 2

**Top 5 Matches**:
1. Acurite 896 Rain Gauge (87.4%)
2. Acurite 609TXC Temperature and Humidity Sensor (87.4%)
3. Auriol 4-LD5661/4-LD5972/4-LD6313 temperature/rain sensors (87.4%)
4. Baldr / RainPoint rain gauge. (87.4%)
5. Baldr E0666TH Thermo-Hygrometer (87.4%)

### ✗ oregon_scientific_v2.1_synthetic.sub

- **Expected**: Oregon Scientific v2.1
- **Got**: LaCrosse TX141TH-Bv2 (confidence: 100.0%)
- **Rank**: 2

**Top 5 Matches**:
1. LaCrosse TX141TH-Bv2 (100.0%)
2. Oregon Scientific v2.1 (92.1%)
3. Oregon Scientific v3.0 (91.9%)
4. Oregon Scientific Weather Sensor (87.3%)
5. Holman Industries iWeather WS5029 weather station (older PWM) (86.3%)

### ✗ nexus_temperature-humidity_synthetic.sub

- **Expected**: Nexus Temperature-Humidity
- **Got**: ELV EM 1000 (confidence: 86.6%)
- **Rank**: 58

**Top 5 Matches**:
1. ELV EM 1000 (86.6%)
2. Funkbus / Instafunk (Berker, Gira, Jung) (86.6%)
3. Wireless M-Bus, Mode T, 32.768kbps (-f 868.3M -s 1000k) (86.6%)
4. Wireless M-Bus, Mode S, 32.768kbps (-f 868.3M -s 1000k) (86.6%)
5. Wireless M-Bus, Mode R, 4.8kbps (-f 868.33M) (86.6%)

### ✗ princeton_synthetic.sub

- **Expected**: Princeton
- **Got**: SimpliSafe Home Security System (May require disabling automatic gain for KeyPad decodes) (confidence: 76.6%)
- **Rank**: Not Found

**Top 5 Matches**:
1. SimpliSafe Home Security System (May require disabling automatic gain for KeyPad decodes) (76.6%)
2. Cardin S466-TX2 (59.0%)
3. Akhan 100F14 remote keyless entry (40.7%)
4. Chamberlain/LiftMaster (35.4%)

### ✓ pt2262_synthetic.sub

- **Expected**: PT2262
- **Got**: PT2262 (confidence: 91.0%)
- **Rank**: 1

**Top 5 Matches**:
1. PT2262 (91.0%)
2. Princeton (88.0%)
3. Waveman Switch Transmitter (86.6%)
4. Quhwa (86.5%)
5. Brennenstuhl RCS 2044 (83.2%)

### ✓ schrader_tpms_synthetic.sub

- **Expected**: Schrader TPMS
- **Got**: Schrader TPMS SMD3MA4 (Subaru) 3039 (Infiniti, Nissan, Renault) (confidence: 65.7%)
- **Rank**: 1

**Top 5 Matches**:
1. Schrader TPMS SMD3MA4 (Subaru) 3039 (Infiniti, Nissan, Renault) (65.7%)
2. Nissan TPMS (65.7%)
3. AVE TPMS (53.8%)
4. PMV-107J (Toyota) TPMS (53.8%)
5. TyreGuard 400 TPMS (53.8%)

### ✗ toyota_tpms_synthetic.sub

- **Expected**: Toyota TPMS
- **Got**: Schrader TPMS SMD3MA4 (Subaru) 3039 (Infiniti, Nissan, Renault) (confidence: 67.7%)
- **Rank**: Not Found

**Top 5 Matches**:
1. Schrader TPMS SMD3MA4 (Subaru) 3039 (Infiniti, Nissan, Renault) (67.7%)
2. Nissan TPMS (67.7%)
3. AVE TPMS (55.7%)
4. PMV-107J (Toyota) TPMS (55.7%)
5. TyreGuard 400 TPMS (55.7%)

### ✗ honeywell_security_synthetic.sub

- **Expected**: Honeywell Security
- **Got**: None (confidence: 0.0%)
- **Rank**: Not Found

### ✗ generic_doorbell_synthetic.sub

- **Expected**: Generic Doorbell
- **Got**: PT2262 (confidence: 97.1%)
- **Rank**: Not Found

**Top 5 Matches**:
1. PT2262 (97.1%)
2. PT2260 (85.5%)
3. EV1527 (85.5%)
4. Brennenstuhl RCS 2044 (84.0%)
5. EMOS E6016 weatherstation with DCF77 (82.4%)

### ✓ lacrosse_tx141-bv2_noisy_synthetic.sub

- **Expected**: LaCrosse TX141-BV2
- **Got**: LaCrosse TX141TH-Bv2 (confidence: 100.0%)
- **Rank**: 1

**Top 5 Matches**:
1. LaCrosse TX141TH-Bv2 (100.0%)
2. Oregon Scientific v3.0 (89.3%)
3. Oregon Scientific v2.1 (88.3%)
4. HIDEKI TS04 Temperature, Humidity, Wind and Rain Sensor (86.7%)
5. Digitech XC-0324 / AmbientWeather FT005TH temp/hum sensor (86.4%)

### ✗ princeton_noisy_synthetic.sub

- **Expected**: Princeton
- **Got**: Akhan 100F14 remote keyless entry (confidence: 83.2%)
- **Rank**: Not Found

**Top 5 Matches**:
1. Akhan 100F14 remote keyless entry (83.2%)
2. SimpliSafe Home Security System (May require disabling automatic gain for KeyPad decodes) (76.2%)
3. Cardin S466-TX2 (58.5%)
4. Chamberlain/LiftMaster (36.2%)

