# RF Device Identification - Real-World Benchmark Results

**Date**: 1771207572.2499428
**Total Tests**: 11
**Source**: Real Flipper Zero community captures

## Overall Metrics

### Top-K Accuracy

- **Top-1**: 0.0%
- **Top-3**: 0.0%
- **Top-5**: 0.0%

### Confidence Distribution

- **High (>80%)**: 1 (9.1%)
- **Medium (50-80%)**: 4 (36.4%)
- **Low (<50%)**: 1 (9.1%)
- **None found**: 5 (45.5%)

### Performance

- **Avg Parse Time**: 0.28 ms
- **Avg Match Time**: 128.19 ms
- **Total**: 128.46 ms

## By Category

| Category | Tests | Top-1 Acc | Top-3 Acc |
|----------|-------|-----------|------------|
| doorbell | 2 | 0.0% | 0.0% |
| fan_controller | 3 | 0.0% | 0.0% |
| garage_door | 2 | 0.0% | 0.0% |
| led_controller | 1 | 0.0% | 0.0% |
| weather_sensor | 3 | 0.0% | 0.0% |

## Detailed Results

### ✗ lacrosse_tx141_real.sub

- **Expected**: LaCrosse TX141-BV2
- **Category**: weather_sensor
- **Got**: Schou 72543 Day Rain Gauge, Motonet MTX Rain, MarQuant Rain Gauge, TFA Dostmann 30.3252.01/47.3006.01 Rain Gauge and Thermometer, ADE WS1907 (confidence: 69.1%)
- **Rank**: Not Found

**Top 5 Matches**:
1. Schou 72543 Day Rain Gauge, Motonet MTX Rain, MarQuant Rain Gauge, TFA Dostmann 30.3252.01/47.3006.01 Rain Gauge and Thermometer, ADE WS1907 (69.1%)
2. Conrad S3318P, FreeTec NC-5849-913 temperature humidity sensor, ORIA WA50 ST389 temperature sensor (68.6%)
3. WEC-2103 temperature/humidity sensor (68.6%)
4. ThermoPro TX-2C Thermometer and Humidity sensor (68.0%)
5. Biltema rain gauge (67.7%)

### ✗ acurite_02077m_real.sub

- **Expected**: Acurite 02077M
- **Category**: weather_sensor
- **Got**: LaCrosse Technology View LTV-R1, LTV-R3 Rainfall Gauge, LTV-W1/W2 Wind Sensor (confidence: 76.5%)
- **Rank**: Not Found

**Top 5 Matches**:
1. LaCrosse Technology View LTV-R1, LTV-R3 Rainfall Gauge, LTV-W1/W2 Wind Sensor (76.5%)
2. LaCrosse Technology View LTV-TH Thermo/Hygro Sensor (76.5%)
3. LaCrosse TX35DTH-IT, TFA Dostmann 30.3155 Temperature/Humidity sensor (76.4%)
4. TFA Marbella Pool Thermometer (76.4%)
5. ThermoPro TP28b Super Long Range Wireless Meat Thermometer for Smoker BBQ Grill (76.4%)

### ✗ nexus_th_real.sub

- **Expected**: Nexus Temperature-Humidity
- **Category**: weather_sensor
- **Got**: Oregon Scientific Weather Sensor (confidence: 76.9%)
- **Rank**: 34

**Top 5 Matches**:
1. Oregon Scientific Weather Sensor (76.9%)
2. Oregon Scientific v3.0 (75.9%)
3. Oregon Scientific v2.1 (74.2%)
4. Ambient Weather F007TH (63.5%)
5. Digitech XC-0324 / AmbientWeather FT005TH temp/hum sensor (58.4%)

### ✗ liftmaster_433_real.sub

- **Expected**: LiftMaster
- **Category**: garage_door
- **Got**: AlectoV1 Weather Sensor (Alecto WS3500 WS4500 Ventus W155/W044 Oregon) (confidence: 49.4%)
- **Rank**: Not Found

**Top 5 Matches**:
1. AlectoV1 Weather Sensor (Alecto WS3500 WS4500 Ventus W155/W044 Oregon) (49.4%)
2. Oregon Scientific SL109H Remote Thermal Hygro Sensor (49.4%)
3. Philips outdoor temperature sensor (type AJ3650) (43.0%)
4. Philips outdoor temperature sensor (type AJ7010) (43.0%)
5. Globaltronics GT-WT-02 Sensor (39.5%)

### ✗ liftmaster_security2_raw_real.sub

- **Expected**: LiftMaster Security+ 2.0
- **Category**: garage_door
- **Got**: No matches (confidence: 0.0%)
- **Rank**: Not Found

### ✗ ge_doorbell_real.sub

- **Expected**: GE Doorbell
- **Category**: doorbell
- **Got**: Conrad S3318P, FreeTec NC-5849-913 temperature humidity sensor, ORIA WA50 ST389 temperature sensor (confidence: 76.9%)
- **Rank**: Not Found

**Top 5 Matches**:
1. Conrad S3318P, FreeTec NC-5849-913 temperature humidity sensor, ORIA WA50 ST389 temperature sensor (76.9%)
2. WEC-2103 temperature/humidity sensor (76.9%)
3. ThermoPro TX-2C Thermometer and Humidity sensor (76.3%)
4. Biltema rain gauge (75.8%)
5. FT-004-B Temperature Sensor (75.7%)

### ✗ byron_doorbell_real.sub

- **Expected**: Byron Doorbell
- **Category**: doorbell
- **Got**: Princeton (confidence: 92.9%)
- **Rank**: Not Found

**Top 5 Matches**:
1. Princeton (92.9%)
2. Generic Remote SC226x EV1527 (84.1%)
3. Elro DB286A Doorbell (83.2%)
4. Blyss DC5-UK-WH (82.7%)
5. Acurite 590TX Temperature with optional Humidity (82.7%)

### ✗ rgb_led_remote_real.sub

- **Expected**: RGB LED Remote
- **Category**: led_controller
- **Got**: No matches (confidence: 0.0%)
- **Rank**: Not Found

### ✗ ceiling_fan_real.sub

- **Expected**: Ceiling Fan Remote
- **Category**: fan_controller
- **Got**: No matches (confidence: 0.0%)
- **Rank**: Not Found

### ✗ ceiling_fan2_real.sub

- **Expected**: Ceiling Fan Remote
- **Category**: fan_controller
- **Got**: No matches (confidence: 0.0%)
- **Rank**: Not Found

### ✗ ceiling_fan_light_real.sub

- **Expected**: Ceiling Fan Light
- **Category**: fan_controller
- **Got**: No matches (confidence: 0.0%)
- **Rank**: Not Found