TTS Arena — Lidershipi i modelit të zërit AI

Krahaso më shumë se 20 modele tekst-në-folje. Referenca zyrtare, vlerësimet e komunitetit dhe krahasimi krah-për-krah.

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Krahasimi krah-për-krah

Shkruaj tekst, zgjidh dy modele dhe krahasoje rezultatet. Modelet e nivelit të lirë nuk kërkojnë llogari.

Modeli A

Model B

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Modeli Leaderboard

#	Modeli	Zyrtare	Komuniteti	Shpejtësia	Kafshë
1	Kokoro Lightweight 82M parameter model delivering studio-quality speech with blazing-fast inference. 82M 1200h 2024	4.8 /5	5.0 /5 1 votim	fast	Free
2	CosyVoice 2 Alibaba's scalable streaming TTS with human-parity naturalness and near-zero latency. 300M 200000h 2024	4.26 /5	Asnjë votim ende	medium	Standard
3	Chatterbox State-of-the-art zero-shot voice cloning with emotion control from Resemble AI. 300M 2025	4.25 /5	Asnjë votim ende	medium	Premium
4	StyleTTS 2 Human-level text-to-speech through style diffusion and adversarial training. 100M 585h 2024	4.23 /5	Asnjë votim ende	medium	Premium
5	Piper A fast, local neural text to speech system optimized for Raspberry Pi and embedded devices. 15M 2023	4.15 /5	Asnjë votim ende	fast	Free
6	MeloTTS High-quality multilingual text-to-speech that runs on CPU with minimal latency. 25M 2024	4.13 /5	Asnjë votim ende	fast	Free
7	Dia TTS Multi-speaker dialog generation model that creates natural conversations between speakers. 1.6B 2024	4.09 /5	Asnjë votim ende	medium	Standard
8	VITS Conditional variational autoencoder with adversarial learning for end-to-end text-to-speech. 25M 585h 2021	4.0 /5	Asnjë votim ende	fast	Free
9	Orpheus Human-level emotional TTS model trained on 100K hours of speech data. 3B 100000h 2025	4.0 /5	Asnjë votim ende	medium	Standard
10	OpenVoice Instant voice cloning with granular control over style, emotion, and accent. 300M 2024	4.0 /5	Asnjë votim ende	medium	Premium
11	IndexTTS-2 Zero-shot TTS with fine-grained emotion control and high expressiveness. 300M 2025	3.91 /5	Asnjë votim ende	medium	Standard
12	Spark TTS Voice cloning TTS with controllable emotion and speaking style via prompts. 500M 2025	3.9 /5	Asnjë votim ende	medium	Standard
13	Parler TTS Describe the voice you want in natural language and Parler generates matching speech. 880M 45000h 2024	3.83 /5	Asnjë votim ende	medium	Standard
14	Tortoise TTS Multi-voice text-to-speech focused on quality with autoregressive architecture. 400M 50000h 2022	3.7 /5	Asnjë votim ende	slow	Premium
15	Bark Transformer-based text-to-audio model that generates realistic speech, music, and sound effects. 350M 100000h 2023	3.57 /5	Asnjë votim ende	slow	Standard
16	Bark Small Lighter version of Bark with faster inference and lower memory usage. 150M 100000h 2023	—	Asnjë votim ende	medium	Standard
17	GPT-SoVITS Few-shot voice cloning TTS that replicates any voice from just 5 seconds of audio. 200M 2024	—	Asnjë votim ende	slow	Standard
18	Qwen3 TTS Alibaba's multilingual TTS with voice cloning, preset voices, and voice design from text. 1.7B 2025	—	Asnjë votim ende	medium	Standard

Rezultatet e detajuara të benchmark-it

Standardi zyrtar TTS.ai shënon në tre dimensione: natyrshmëri, saktësi dhe shpejtësi.

Kokoro

Free

Natyrshmëria 4.8/5

Saktësia 4.7/5

Shpejtësia 4.9/5

Përgjithshëm 4.8/5

CosyVoice 2

Standard

Natyrshmëria 4.5/5

Saktësia 4.4/5

Shpejtësia 3.8/5

Përgjithshëm 4.26/5

Chatterbox

Premium

Natyrshmëria 4.7/5

Saktësia 4.5/5

Shpejtësia 3.4/5

Përgjithshëm 4.25/5

StyleTTS 2

Premium

Natyrshmëria 4.5/5

Saktësia 4.3/5

Shpejtësia 3.8/5

Përgjithshëm 4.23/5

Piper

Free

Natyrshmëria 3.5/5

Saktësia 4.2/5

Shpejtësia 4.95/5

Përgjithshëm 4.15/5

MeloTTS

Free

Natyrshmëria 3.8/5

Saktësia 4.1/5

Shpejtësia 4.6/5

Përgjithshëm 4.13/5

Dia TTS

Standard

Natyrshmëria 4.6/5

Saktësia 4.3/5

Shpejtësia 3.2/5

Përgjithshëm 4.09/5

VITS

Free

Natyrshmëria 3.4/5

Saktësia 4.0/5

Shpejtësia 4.8/5

Përgjithshëm 4.0/5

Orpheus

Standard

Natyrshmëria 4.3/5

Saktësia 4.1/5

Shpejtësia 3.5/5

Përgjithshëm 4.0/5

OpenVoice

Premium

Natyrshmëria 4.0/5

Saktësia 4.1/5

Shpejtësia 3.9/5

Përgjithshëm 4.0/5

IndexTTS-2

Standard

Natyrshmëria 4.3/5

Saktësia 4.1/5

Shpejtësia 3.2/5

Përgjithshëm 3.91/5

Spark TTS

Standard

Natyrshmëria 4.2/5

Saktësia 4.0/5

Shpejtësia 3.4/5

Përgjithshëm 3.9/5

Parler TTS

Standard

Natyrshmëria 4.1/5

Saktësia 3.9/5

Shpejtësia 3.4/5

Përgjithshëm 3.83/5

Tortoise TTS

Premium

Natyrshmëria 4.6/5

Saktësia 4.4/5

Shpejtësia 1.8/5

Përgjithshëm 3.7/5

Bark

Standard

Natyrshmëria 4.2/5

Saktësia 3.8/5

Shpejtësia 2.5/5

Përgjithshëm 3.57/5

Metodologjia e standartit

Konfigurimi i testit

Hardware: 4x NVIDIA Tesla P40 (24GB VRAM secili), 96GB në total
Testo tekstin: 5 pasazhe të standardizuara që mbulojnë modele të ndryshme të fjalimit (rrëfim, dialog, teknik, emocional, shumëgjuhësh)
Vlerësimi: Metrika automatike (përllogaritje MOS, WER, RTF) kombinuar me testet e dëgjimit njerëzor
Ekzekuto: Çdo model është provuar 10 herë për kalim, rezultatet mesatare

Kriteri i vlerësimit

Natyrshmëria (40%): Prosody, intonation, rhythm, emotion — how human does it sound?
Accuracy (30%): Pronunciation correctness, word error rate, intelligibility
Shpejtësia (30%) Faktori i kohës reale (sekonda audio / sekonda gjenerate). Më i lartë = më i shpejtë.
Përgjithshëm: Mesatarja e peshuar: 0.4 x Natyrshmëria + 0.3 x Saktësia + 0.3 x Shpejtësia

Shënim: Benchmarks reflect performance on our specific hardware and test texts. Real-world quality may vary based on input text, language, and voice selection. Community ratings provide a complementary signal based on diverse real usage.

Pyetje të shpeshta

The TTS Arena is a leaderboard that ranks AI text-to-speech models based on official benchmark tests and community ratings. Compare models side-by-side, listen to samples, and vote for the ones that sound best to you.

We run standardized tests on each model using the same text passages, hardware, and evaluation criteria. Scores cover naturalness (how human it sounds), accuracy (pronunciation and intelligibility), and speed (generation time). All tests use our GPU server with NVIDIA Tesla P40 GPUs.

Yes! Click the stars next to any model to rate it from 1 to 5. You need to be signed in to vote. Your rating contributes to the community average shown on the leaderboard. You can change your rating at any time.

Type any text, select two models, and click Compare. Both models generate speech from the same text simultaneously. Listen to both and vote for which sounds better. This blind comparison helps identify the best model for your specific needs.

Naturalness measures how human-like the speech sounds (prosody, intonation, rhythm). Accuracy measures pronunciation correctness and intelligibility. Speed measures how fast the model generates audio relative to real-time. Overall is a weighted average of all metrics.

Models without benchmark scores are either newly added and awaiting testing, or require special setup (like gated access tokens) that is pending. Community ratings are still available for these models.

Official benchmarks are updated when models receive significant updates or when new models are added. Community ratings update in real-time as users vote. The leaderboard data is cached for 5 minutes for performance.

Free models (Kokoro, Piper, VITS, MeloTTS) cost 0 credits. Standard models cost 2 credits per 1,000 characters. Premium models cost 4 credits per 1,000 characters and generally offer the highest quality or unique features like voice cloning.

For most use cases, Kokoro (free tier) offers excellent quality. For voice cloning, try Chatterbox or CosyVoice 2. For multilingual content, MeloTTS or CosyVoice 2. For expressive narration, Bark or Dia. Use the comparison tool to test with your specific text.

Yes, you can generate and compare audio from any two models without an account using free-tier models. Voting on models requires a free account. Premium model comparisons require credits.

We strive for objectivity by using standardized test texts, identical hardware, and consistent evaluation criteria across all models. Community ratings provide an additional independent signal. Our methodology is described in the Benchmark Methodology section below.

Models are ranked primarily by official benchmark overall score, then by community average rating as a tiebreaker. Models without benchmarks are ranked below those with benchmarks, ordered by community rating.

5.0/5 (1)

Gjej zërin tënd perfekt

Provo çdo model falas me Kokoro, Piper, VITS, ose MeloTTS. Nuk kërkohet llogari.

Regjistrohu pa pagesë Shiko çmimin

TTS Arena — Lidershipi i modelit të zërit AI

Krahasimi krah-për-krah

Modeli Leaderboard

Rezultatet e detajuara të benchmark-it

Kokoro

CosyVoice 2

Chatterbox

StyleTTS 2

Piper

MeloTTS

Dia TTS

VITS

Orpheus

OpenVoice

IndexTTS-2

Spark TTS

Parler TTS

Tortoise TTS

Bark

Metodologjia e standartit

Konfigurimi i testit

Kriteri i vlerësimit

Pyetje të shpeshta

What is the TTS Arena?

How are the official benchmark scores calculated?

Can I vote on model quality?

How does the model comparison work?

What does each benchmark metric mean?

Why do some models have no benchmark score?

How often are benchmarks updated?

What is the difference between free, standard, and premium tiers?

Which model should I use?

Can I use the comparison tool without signing in?

Are the benchmark tests biased?

How are models ranked when scores are tied?

Gjej zërin tënd perfekt