license: other
license_name: aplux-model-farm-license
license_link: https://aiot.aidlux.com/api/v1/files/license/model_farm_license_en.pdf
pipeline_tag: automatic-speech-recognition
tags:
- AIoT
- QNN
Whisper-Small-En: ASR
Whisper-Small-En, developed by OpenAI, is a mid-sized English speech recognition model based on the Transformer architecture, scaling up parameters (~307M) beyond Tiny and Base versions to enhance transcription accuracy and contextual comprehension. It enables high-precision real-time speech-to-text conversion, multilingual translation, and voice command analysis, trained on extensive multimodal data to handle accents, background noise, and domain-specific terminology. Ideal for scenarios demanding reliability, such as professional meetings, medical dictation, legal documentation, or live multilingual translation, it balances efficiency and performance on mid-tier GPUs or cloud platforms. Challenges include managing long audio sequences, minimizing real-time latency, and optimizing computational resource allocation.
Source model
- Input shape: [1x80x3000],[[1x1],[1x1],[12x12x64x1500],[12x12x1500x64],[12x12x64x224],[12x12x224x64]]
- Number of parameters: 102M, 139M
- Model size: 390M, 531M
- Output shape: [[12x12x64x1500],[12x12x1500x64]],[[1x1x51864],[12x12x64x224],[12x12x224x64]]
The source model can be found here
Performance Reference
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License
Source Model: MIT
Deployable Model: APLUX-MODEL-FARM-LICENSE