Even outside the city, we don’t want to part with the achievements of scientific and technological progress, which is why almost every dacha has a TV. If you are far from the tower and to get a clear image on the screen without interference, you need an antenna with an amplifier, which can be difficult to choose for a number of reasons.

Unlike TV reception in a city or at a short distance from a tower, as you move away from them, the intensity of the magnetic field of the television signal decreases, which is affected by the absorption of waves by the walls of buildings. Within one populated area, this factor is not so noticeable, but the distance from television towers can be significant, then a directional antenna is needed, and you have to resort to additional signal amplification.

The role of active wave receivers is not exaggerated. In addition to being far from a TV tower, there are two other situations when an antenna is needed for a TV with an amplifier:

  • when you have a high density of obstacles. For example, in a house located near a forest, where tree crowns, leaves and humidity make it difficult for the antenna to receive a signal;
  • when the signal from one catcher is received by several televisions at once. The signal inevitably weakens during such “analysis”, and you will need to increase its level in advance.

Fortunately, amplifiers in antenna systems (even those that have been “hanging” for many years, the creators of which did not even suspect that there would be “digital” in our country) cope well with digital signals if they operate under normal conditions. Let's find out more about them.

Reasons for a weak signal

The digital signal transmitted by the repeater may be too weak to be received for the following reasons:

  • Large distance to the transmission tower. The same “inverse square law” applies to radio waves in the UHF range on which digital television broadcasts, as for any other type of electromagnetic radiation.
  • Absorption of waves by the atmosphere. The air itself is practically radio transparent, but dust, fog, and moisture can scatter and reflect the signal.
  • Obstacles in the path of radio waves. UHF broadcasting is received in the line of sight zone, the waves practically do not bend around obstacles. Therefore, if there is some object opaque to radio waves between the repeater and the receiving antenna (buildings, hills, a forest of tall trees), at best the signal will be weakened. This is more appropriate in cases where indoor antennas are used: any walls, even thin ones, absorb electromagnetic waves.
  • Only reflected signals are received. If there is an object that screens radio waves on the direct line between the antenna and the repeater, you will only have to receive the television signal that will be reflected from other objects (for example, neighboring buildings). Such radiation is many times weaker than that initially broadcast from a television tower.
  • Poor quality receiving equipment: antenna with low sensitivity, cable with high resistance, etc.

In a word, there can be a lot of reasons. In most cases, influencing them is difficult or even impossible. Therefore, in order to watch TV without freezing and scattering of the picture, you need to choose the right way to improve reception.

Conclusion

Digital television already provides the opportunity to watch TV programs in high definition with minimal hassle and capital costs. But to definitely answer the question “Which home antenna for digital TV is better?” - impossible. You can only expect 100% success if you hire a professional installer who, using his own experience and measurements, will select the right antenna kit for your location. Before making a decision and purchasing a wave receiver, it is also worth looking at the roofs of surrounding buildings and taking advantage of the experience of residents who are already adopting “digital”.

Signal amplification methods

TV antenna signal amplification is achieved in 5 ways:

  1. Use a higher quality TV antenna than the one you have. Depending on the design, a few decibels of gain can be gained here. Check if your antenna is selected correctly.
  2. Precise orientation. Almost all devices operating in the UHF range have a clearly oriented diagram and most efficiently receive a signal from one direction. Even a rotation of 5–10 degrees can give a serious increase in signal strength.
  3. Replace cable. If the distance between the antenna and the television receiver is too large, the lion's share of the received signal power is lost due to the resistance of the conductor. This can be avoided by using a feeder with reduced resistance (for example, with a central core made of pure copper rather than copper-plated steel).
  4. Move the TV closer to the antenna. The cable becomes shorter: in some cases, even 2–3 meters can be decisive. Reducing the feeder length allows you to avoid unnecessary signal power losses.
  5. Use an antenna amplifier.

We will dwell on the last option in detail, since it often turns out to be decisive.

Assessing the performance of the antenna

Let's try to make a more correct comparison by connecting through the splitter input.:)
Well, in addition, for clarity, let’s add the number of participants List of antennas taking part in the comparison:

1. External antenna Funke BM 4551 external long-range,

declared gain, from some sources (bought at Yulmart), up to 16dB


2. There is an old UHF loop antenna, from TV Electronica 313d, I must say, despite its simplicity, it’s a very good antenna, that’s why it’s been preserved ;)


3. I went to the store and bought for comparison in the review one of the cheapest, such as a symmetrical vibrator (100% the most purchased by pensioners, due to the low price).

I will carry out all “measurements” at one point, located as close as possible to the external antenna - its location was experimentally selected based on the maximum signal, so we can say that the conditions are approximately the same

So, we have already seen the signal level from the external antenna at 95% (at the time of current measurements it showed 94%), we take it as a standard. All comparisons are made by connecting antennas to the input on the splitter, to which an external antenna is usually connected.

Loop antenna, from Electronics 82% on 39 multiplex and 66% on 60

Budget with “horns”:) - 62%/38% (on the verge of losing the broadcast)

Double square - 92% on both multiplexes, about a couple of percent less than the external one

Out of curiosity, I decided to check the work of the reflector, which is easy to make from any metal mesh, plate or even foil... It REALLY works noticeably! The level rose to 96%!, which is even higher than the stationary one, with a declared gain of 11dB.


The most interesting thing is the object that I used as a reflector! :)

There was no foil in the house; the only thing available with a metal surface of the required size was... a laptop cover (I have a metal case). But the main thing is the result! It’s clear that I’m not going to “tie” the laptop to the antenna, and its amplification is enough for me without a reflector :)

Advantages and disadvantages of connecting an amplifier

Connecting an amplifier to a TV antenna promises tangible benefits:

  • a sharp increase in signal power even when using an antenna of the same design;
  • no more worrying about where to place your TV. This is especially noticeable if an active antenna is used, in which the amplifier board is part of the structure. In this case, the power of the signal transmitted to the TV is so great that even a whole bay of cable will not become a noticeable obstacle. When using an external amplifier, it will need to be placed closer to the antenna, but the gain in signal power and quality will still be noticeable.

If you intend to connect an amplifier at home, then you need to keep in mind possible disadvantages and limitations:

  1. The complexity and cost of equipment is increasing. Even if you use the simplest amplification unit that can be soldered, you will need new elements: fasteners, connectors, power supply, special tools, etc. But if you like to work with your hands, this item will not be a problem.
  2. You will need to take care of nutrition. Any amplifier, in fact, turns the incoming signal into its exact copy, which has greater power. Additional energy must come from somewhere - you need an external adapter that connects to the mains. A set-top box or TV that has the function of an active antenna socket with voltage transmission through the feeder is suitable as a power source.
  3. The use of amplification is not appropriate in all cases. To create a powerful copy, you need a high-quality original, and if the TV signal is clogged with noise and interference, then the amplifier will boost them too. As a result, even filters and tuners will not always be able to separate the useful signal from the spurious ones.
  4. Over-amplification will have the opposite effect. If too strong a signal is received at the antenna input, the equipment will consider it non-existent and refuse to play. Therefore, in the area where reliable reception is possible with a passive antenna, you should either refrain from using an amplifier or lower the power factor (if the model has a regulator).

Thus, in order for a TV antenna amplifier to be useful, it requires both a high-quality and a weak signal.

Location of T2 transmitters in Ukraine.

The table provides information:

  • Locations of T2 transmitters.
  • average signal coverage radius.
  • numbers of television channels of digital packages (multiplexes).
Transmitter location Average coverage radius, km Digital packages
MX1 MX2 MX3 MX5
Name of the locality Placement address TV channel numbers
Autonomous Republic of Crimea
1Alupkast. Lenina, 64 25 44 43 21 30
2Alushtast. Sergeeva-Tsensky, 13 20 59 30 32 56
3Belogorskst. Nizhnegorskaya, 33a 20 36 37 48 51
4ChapaevkaSovetsky district 50 52 47 48 49
5Dzhankoyst. Extreme, 20 30 24 38 30 28
6EvpatoriaRazdolnenskoe highway, 17 30 35 23 32 29
7FeodosiaSimferopolskoe highway, 45a 25 27 26 30 36
8SevastopolCape Sarych (smt. Foros) 30 44 43 21 49
9AnnovkaBelogorsky district 35 32 41 48 22
10Kerchst. Ordzhonikidze, 144 55 41 60 43 24
11KirovskoeChernomorsky district 40 24 21 40 44
12Krasnoperekopskst. Tavricheskaya, 105 50 24 31 43 53
13Parthenitest. Partenitskaya, 16a 25 27 26 37 48
14SevastopolAve. Pobedy, 96 (Vorontsova Gora) 50 52 47 40 30
15FactoryLeninsky district 30 27 26 30 32
16ZanderVostochnoye highway, 33 25 61 49 32 60
17Simferopolst. Studencheskaya, 14 50 36 37 58 51
18YaltaYuzhnoberezhnoe Highway, 55 25 35 26 37 48
Vinnytsia region
19BalanovkaBershad district 65 35 53 54 51
20Pogrebishchest. Kotsyubynskogo, 23 25 36 32 29 34
21Vinnitsast. Maksimovicha, 23 80 39 32 31 49
22VolodymyrkaShargorod district 45 27 53 64 51
23Yampolst. Chernyakhovsky, 2 30 38 34 64 51
Volyn region
24Gorokhovst. Vatutina, 30a 35 58 57 40 52
25Kovelst. Varshavskaya, 5 70 44 27 59 52
26Lyubeshovst. Lesnaya, 3 30 25 62 49 55
27PodgaitsyLutsk district 40 43 57 28 26
28Novovolynskst. Pionerskaya, 6 25 26 31 48 63
29Shatskst. 50 years of Victory, 1-b 30 22 31 41 28
Dnepropetrovsk region
30Dnepropetrovskst. Television, 3 65 26 35 25 40
31DmukhailovkaMagdalinovsky district 25 50 38 52 33
32Krivoy Rogst. Television, 8a 65 41 51 54 38
33MogilevTsarichansky district 25 39 42 23 32
34Nikopolst. Karl Liebknecht, 113a 35 29 34 42 40
35Ordzhonikidzest. Telmana, 11a 30 30 44 42 47
36EaglesPokrovsky district 35 37 21 36 31
37Pavlogradst. Kharkovskaya, 17a 25 28 22 48 61
38Pereshchepinost. Shevchenka, 126-b 30 28 38 23 32
39NikolaevkaPetropavlovsky district 35 49 33 25 40
40Volnogorskst. Lenina, 38-A 30 36 30 31 33
41Yellow WatersLenin Square, 5 30 48 21 47 49
Donetsk region
42Kramatorskst. Kirova, 699-a (RTS Andreevka) 60 21 42 33 38
43Artemovskst. Rosa Luxemburg, 54 25 50 42 35 52
44Donetskst. Infantry, 4a 110 56 58 51 29
45Konstantinovkast. Demeshchenko, 116 25 50 42 35 47
46Krasnoarmeyskst. Dnepropetrovskaya, 1 30 43 48 36 63
47Mariupolst. Klenovaya Balka, 3 60 39 42 34 24
48Torezst. Chernyshevsky, 15 35 53 27 33 52
Zhytomyr Oblast
49AndreevkaChernyakhovsky district 65 50 40 43 42
50Berdichevst. Lenina, 78 45 27 35 25 23
51Brusilovst. Lermontova, 171 25 33 34 39 38
52KozhukhovkaKorostensky district 30 32 40 36 26
53YurovkaMalinsky district 30 33 27 22 37
54Novograd-Volynskyst. Kuibysheva, 14 30 32 21 31 35
55Olevskst. Svyato-Nikolaevskaya, 146 60 51 52 53 43
56Oak GuyOvrutsky district 55 50 52 53 34
57KotlyarkaPopelnyansky district 35 21 28 22 23
Transcarpathian region
58KhustWith. Rokosovo (Mount Tovsta) 60 39 53 56 61
59MukachevoMount Pavlova 20 39 53 56 55
60RakhivMount Terentin 30 55 33 60 61
61SvalyavaMount Kichera 25 39 53 44 40
62Uzhgorodst. Krymskaya, 24a 25 39 53 56 36
63Great BereznyMount Yavornik 20 39 53 56 55
Zaporozhye region
64Berdyanskst. Rudenka, 4-a 35 30 35 34 43
65Kuibyshevost. Lenina, 1-v (RTS Kamysh Zarya) 65 33 32 36 53
66MelitopolAve. B. Khmelnitsky, 88/4 70 33 26 28 50
67Orekhovst. Stepnaya, 25 35 41 35 39 42
68Zaporozhyest. Matrosova, 24-a 55 43 31 49 57
Ivano-Frankivsk region
69DebeslavtsyKolomyia district 20 27 51 30 39
70Malaya TuryaDolinsky district 30 35 57 31 24
71Ivano-Frankivskst. Chornovola, 19 55 42 41 31 58
72MykulychynYaremche City Council 20 35 49 31 39
Kyiv region
73Berezanst. Lenina, 37 35 33 27 21 36
74White churchst. Tarashchanskaya, 196 30 56 58 57 59
75DybintsyBoguslavsky district 40 48 30 60 53
76KagarlykRRS CTE URRT tower 35 33 36 57 23
77Kyivst. Dorogozhitskaya, 10 110 26 31 49 29
78Volodarkast. Mira, 221a 40 33 53 22 50
Kirovograd region
79Kirovogradst. Sadovaya, 88 65 49 53 22 47
80NovoarkhangelskSlavy street, 153 40 35 30 29 53
81Novomirgorodst. Lenina, 2 25 26 32 23 25
82Novoukrainkast. Metelkova, 53 35 36 61 52 57
83Alexandriast. Pakhomenka, 2 45 40 38 31 52
84Installationst. Pushkina, 43 35 50 37 52 23
Lugansk region
85BelovodskRTS tower 35 32 52 25 34
86ChernukhinoPerevalsky district 35 44 42 23 62
87Luganskst. Demekhina, 25 65 32 60 40 34
88LisichanskAve. Lenina, 161a 30 54 53 35 63
89Popasnayast. Pershotravneva, 152 35 41 42 23 36
90Rovenkist. Vygonnaya, 22 70 32 55 40 22
91StarobelskWith. Podgorovka, RTS 65 32 55 62 58
92PineSvatovsky district 25 32 37 25 47
93ZorinovkaMelovsky district 30 24 52 25 31
Lviv region
94Brodyst. Green, 19 35 21 57 35 50
95Lvivst. High Castle, 9 50 22 28 40 33
96New Razdollane Pridorozhny, 18 35 64 47 30 42
97PidbuzhDrogobitsky district 35 39 36 51 50
Nikolaevkskaya area
98Bereznegovatoest. Sports, 30-A 30 33 27 31 26
99NikolaevLenina Ave., 24-r 65 34 58 39 48
100New Bugmaid. Wide area, 10a 30 21 42 22 62
101PervomaiskPodgorodnyanskoe highway, 13 55 50 28 5659
102Voznesenskst. Timiryazeva, 175 45 49 25 51 27
Odessa region
103ViktorovkaBerezovsky district 35 38 25 52 57
104Ishmaelst. Zheleznyakova, 260a 35 21 40 23 39
105KamenskoyeArtsizsky district 50 22 40 55 27
106WesternersKotovsky district 65 62 43 54 40
107Kovbasova PolyanaSavransky district 35 35 30 54 37
108NikolaevkaOvidiopolsky district 30 25 33 55 37
109Odessador. Fontanskaya, 3 65 43 32 39 23
110Saratast. Melnichnaya, 1b 35 25 40 55 37
111ZhovtenShiryaevsky district 65 35 41 47 33
Poltava region
112Gadyachpl. Sobornaya, 65a 25 26 39 34 31
113Combst. Gorodishchenskaya, 142 35 41 42 23 30
114IskrovkaChutovsky district 40 26 63 34 44
115Kobelyakist. Poltavskaya, 29a 30 50 38 52 30
116KrasnogorovkaVelikobagachansky district 65 26 37 41 51
117Kremenchukst. Kerchenskaya, 7a 60 39 42 43 59
118Lokhvitsast. Lenina, 104-a 30 50 42 41 49
119Lubnyst. Grushevsky, 27 35 52 24 40 29
120CoppicesZinkovsky district 30 52 29 48 40
121PoltavaPershotravnevy Ave., (Pervomaisky) 26a 40 31 38 49 25
Rovenskaya region
122AntopolRivne district 65 38 42 40 33
123Dubrovitsast. Zheleznodorozhnaya, 7-i 35 54 43 55 47
124Kuznetsovskst. Khometskaya, 1 40 25 22 49 41
Sumy region
125Belopolest. May 1, 15 60 55 42 51 33
126OvlashiRomensky district 30 36 42 21 25
127Shostkast. Korotchenko, 88 60 24 59 58 60
128Sumyst. Skryabina, 3 30 36 63 51 53
129Trostyanetsst. Neskuchanskaya, 50 60 54 49 51 30
Ternopil region
130BerezhanyZalissya st., 7 35 57 32 23 53
131BuchachWith. Pidzamochek 25 57 59 64 47
132Gorishna VygnankaChortkiv district 35 27 21 42 50
133Kremenetsst. Osovitsa, 12 30 30 32 23 43
134LozovayaTernopil district 65 25 39 23 37
Kharkov region
135Raisinst. Krutaya, 56 60 26 39 25 43
136Kharkivst. Derevianko, 1a 60 31 35 48 58
137Kupyanskst. Lenina, 87 50 53 37 57 58
138Lozovayast. Cooperative, 53A 50 31 55 56 59
139Kegichevkast. Kirova, 81 60 28 39 21 40
140Great Burlukst. Decorative, 4 35 31 44 49 52
Kherson region
141Chaplinkast. Lenina, 1 35 27 38 37 33
142Genicheskst. Lenina, 87-V 30 33 31 35 27
143Khersonst. Perekopskaya, 5 55 34 58 39 44
144Novotroitskoest. Bezrodnogo, 116a 30 48 38 28 21
145Nizhnye Serogozyst. Shchorsa, 13 30 52 38 37 39
146VasilyevkaKakhovsky district 65 29 41 57 36
Khmelnitsky region
147BelogoryeBelogorsky district 30 47 48 51 34
148KhmelnitskyProspect Mira, 43 65 22 29 51 50
149KulchievtsyKamenets-Podilsky district 65 22 29 51 44
150Fullst. Lesi Ukrainki, 5A 45 49 42 51 58
Cherkasy region
151Kamenkast. Lenina, 1A 30 31 34 35 30
152BeechesMankovsky district 50 62 61 29 37
153Cherkasyst. Palehi, 2 65 48 28 21 53
154Kanevst. Kyiv, 27 35 58 28 21 38
155Korsun-Shevchenkovskyst. Martsenyuka, 1a 30 41 43 50 39
156SatanovkaMonastyrischensky district 35 40 30 29 42
157PolyanetskoeUman district 35 39 52 29 47
158Shpolast. 40th anniversary of Victory, 11-a 35 48 49 50 47
Chernivtsi region
159Chernivtsist. Biletskaya, 6 45 43 49 59 40
160Novodnistrovskblock 27, building. 5 60 60 34 64 25
Chernihiv region
161TinitsaBakhmatsky district 55 39 49 43 51
162Bobrovitsast. Dzerzhinsky, 113 35 33 28 23 59
163Chernigovst. Komsomolskaya, 53B 60 22 34 35 61
164HillsKoryukivsky district 65 22 49 54 61
165Nizhynlane Urozhainy, 8a 30 38 40 43 36
166BileshchynaPrilutsky district 60 52 27 56 32

How to choose the right one

When choosing an amplifier, the TV owner needs to consider the following parameters:

  • Required gain range. The device can separately amplify UHF and HF (this is useful if there are local stations transmitting analogue television signals in this range), can be broadband, that is, working with several ranges (however, losses in reception quality are inevitable: universal amplifiers are always worse than highly specialized ones) , or can be multi-band with several amplification blocks for each frequency range.
  • Device type. The amplifier can be built-in (that is, a structural part of the active antenna) or external, connected to the cable.
  • Type of food. Voltage can be supplied to the amplifier either via a coaxial feeder cable or directly from an external power supply. “Cable” devices are more compact, but amplifiers with separate power supply are more powerful.

CIFAR-10

Antenna for phone or signal booster for smartphone

Test accuracy (%) of SGD and SWA on CIFAR-10 for different training budgets.

DNN (Budget)SGDSWA 1 BudgetSWA 1.25 BudgetsSWA 1.5 Budgets
VGG16 (200)93.25 ± 0.1693.59 ± 0.1693.70 ± 0.2293.64 ± 0.18
PreResNet110 (150)95.03 ± 0.0595.51 ± 0.1095.65 ± 0.0395.82 ± 0.03
PreResNet164 (150)95.28 ± 0.1095.56 ± 0.1195.77 ± 0.0495.83 ± 0.03
WideResNet28x10 (200)96.18 ± 0.1196.45 ± 0.1196.64 ± 0.0896.79 ± 0.05

Check the result using a multimeter

Once the circuit has been designed and connected, it makes sense to test it and check the characteristics of the resulting design. To do this, you need to have a tester - a multimeter or any other similar device.

Check the following settings:

  1. The characteristic impedance of the cable should not exceed 75 Ohms.
  2. The difference between the braid of the coaxial cable and the central core should be several tens of ohms. If the device shows “0”, it means there is a break or short circuit.
  3. When connecting the central core and braid, the device should show infinity, that is, the maximum of the scale. But if both the braid and the core are disconnected from the antenna and shorted to each other, the result should be zero.

Track list

Antenna for car radio

Words and music written by Dmitry Revyakin (except as noted)

NameDuration
1."All right"3:22
2.“Dreams (How grateful I am to you)”4:06
3."Over the Edge"5:47
4."Stars of Netanya"5:16
5."Horse-Fire"3:38
6."Only for You" (16th-century Florentine ballad)4:18
7."Katun"8:07
8.“Pooh (How I looked after you)”4:26
9."Selena"4:30
10.“How I wanted to (Hurt you)”6:26
11."Where Am I"4:46
12."Lara"5:53
13."Milk Harvest"5:04
14."Kamchatka"5:12
1:10:51
Bonus disc
NameLabel/Recording locationDuration
1."Lara"Novosibirsk4:50
2."Over the Edge"Novosibirsk5:33
3."Only for You" (16th-century Florentine ballad)Novosibirsk4:37
4."Kamchatka" (guitar version of the song)Real Records5:19
5."Stars of Netanya"SNC5:17
6."Pooh"SNC4:24
7."Only for You" (16th-century Florentine ballad)SNC4:21
8."All right"SNC3:12
9."Lara"SNC5:17
10."Horse-Fire"SNC3:34
11."Selena"SNC4:35
12."Lara"Siberia4:44
55:43

Wiring of the built-in amplifier SWA

A passive antenna can be amplified by installing an SWA card on it. The most delicate place in this process is the wiring of contacts. The video shows the entire process from choosing an amplifier to its correct installation. Just follow the recommendations and success is inevitable.

If your antenna with an amplifier does not stably receive a DVB-T2 digital television signal, then often the problem is not that the amplifier is weak, but that it is not needed there at all. Yes, yes, after the advent of digital terrestrial television, the situation with signal reception has changed a lot in some respects and in many cases, the amplifier in the antenna simply becomes unnecessary, moreover, it becomes the cause of an unstable and sometimes completely absent signal.

I have already written about the cause of this phenomenon and methods of combating it here, so I will not repeat myself and will not explain why the alteration is needed, which I want to talk about in this note. Namely, how to convert the amplifier for the “Polish” antenna into a matching board.

What will you need for this? Actually the amplifier itself, maybe even a faulty one, a 3 centimeter piece of wire and a soldering iron. Task: Make a matching board from the amplifier board, which is not always available in stores.

Antenna assembly

Let's remove the insulation from a piece of wire one meter long.


I got a wire with a diameter of 4.5mm


The tools you will need are a vice and a hammer. Measure approximately 11cm each and bend at an angle of 90°


The end result is to get such a “geometric” figure :)


We cut off the excess and solder the ends. It should look something like this...


Solder the cable as shown in the photo.


We lay the cable along one side of the square and secure it with clamps. This arrangement of the cable is necessary for its coordination (there are different opinions, not everyone agrees with this statement).

When using a reflector, the antenna sheet at the extreme points of the squares can also be secured using metal stands, for example, soldered onto the remains of the same copper wire - there are points with zero potential (highlighted in green). In other places, fastening is allowed only through a dielectric.

CIFAR-100

Test accuracy (%) of SGD and SWA on CIFAR-100 for different training budgets. For each model the Budget is defined as the number of epochs required to train the model with the conventional SGD procedure.

DNN (Budget)SGDSWA 1 BudgetSWA 1.25 BudgetsSWA 1.5 Budgets
VGG16 (200)72.55 ± 0.1073.91 ± 0.1274.17 ± 0.1574.27 ± 0.25
PreResNet110 (150)76.77 ± 0.3878.75 ± 0.1678.91 ± 0.2979.10 ± 0.21
PreResNet164 (150)78.49 ± 0.3679.77 ± 0.1780.18 ± 0.2380.35 ± 0.16
WideResNet28x10 (200)80.82 ± 0.2381.46 ± 0.2381.91 ± 0.2782.15 ± 0.27

Below we show the convergence plot for SWA and SGD with PreResNet164 on CIFAR-100 and the corresponding learning rates. The dashed line illustrates the accuracy of individual models averaged by SWA.

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Examples

To reproduce the results from the paper run (we use same parameters for both CIFAR-10 and CIFAR-100 except for PreResNet):

#VGG16 python3 train.py —dir=

    —dataset=CIFAR100 —data_path=—model=VGG16 —epochs=200 —lr_init=0.05 —wd=5e-4 # SGD python3 train.py —dir= —dataset=CIFAR100 —data_path=—model=VGG16 —epochs=300 — lr_init=0.05 —wd=5e-4 —swa —swa_start=161 —swa_lr=0.01 # SWA 1.5 Budgets #PreResNet python3 train.py —dir= —dataset=CIFAR100 —data_path=—model= —epochs=150 —lr_init=0.1 —wd=3e-4 # SGD #CIFAR100 python3 train.py —dir= —dataset=CIFAR100 —data_path=—model= —epochs=225 —lr_init=0.1 —wd=3e-4 —swa —swa_start=126 —swa_lr= 0.05 # SWA 1.5 Budgets #CIFAR10 python3 train.py —dir= —dataset=CIFAR10 —data_path=—model= —epochs=225 —lr_init=0.1 —wd=3e-4 —swa —swa_start=126 —swa_lr=0.01 # SWA 1.5 Budgets #WideResNet28x10 python3 train.py —dir= —dataset=CIFAR100 —data_path=—model=WideResNet28x10 —epochs=200 —lr_init=0.1 —wd=5e-4 # SGD python3 train.py —dir= —dataset=CIFAR100 — data_path=—model=WideResNet28x10 —epochs=300 —lr_init=0.1 —wd=5e-4 —swa —swa_start=161 —swa_lr=0.05 # SWA 1.5 Budgets

About the album

Name

About the title of the album, Dmitry Revyakin says that “Sva” is an ancient fire-forming root, which translated from Sanskrit means “ego”, “essence”; it is found in many Russian words (“matchmaker”, “wedding”, “bungle”). According to Vasmer's etymological dictionary, the ancient Indian “svayarm” means “oneself”, “svas” means “own”.

Song titles

The titles of the songs on the album are written in runes of the Gothic language, which is dead today, into which the texts of the Holy Scriptures were translated already in the 4th century (see Gothic Bible). Revyakin, describing the album, mentioned a legend according to which God allegedly gave this language to Adam in Paradise.

Theme and sound

The album continues the traditions of the group that have developed over 20 years, however, compared to previous records, the album places more emphasis on lyrics and ballads. The songs included in the album were written in 1996-2002 and are dedicated to Dmitry’s late wife Olga, his youthful memories, relationships between men and women in general, and other lyrical themes. Novelty in sound - the appearance of keyboard instruments and computer effects.

Types of publication

The album was published in two versions: regular and gift. The latter is equipped with a booklet with song lyrics and an additional bonus CD, which includes songs from the main CD, previously recorded in different studios.

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