specific method · filed under model architecture
Hierarchical patch encoder
Images, and in some cases video, are encoded using a hierarchical patch encoder.
Also called Hierarchical patch encoder for images.
- sources
- 4
- model
- 1
- lab adopt it
- 1
- strongest
- core
How sources treat it
One count per evidence span, weakest treatment to strongest.
core 4
Documented in
Evidence
4 spans quoted from the sources, strongest treatment first.
images and video are encoded via a hierarchical patch encoder
coremodel architecturein InklingThinking Machines Lab
images are encoded via a hierarchical patch encoder
coremodel architecturein InklingThinking Machines Lab
images and video are encoded via a hierarchical patch encoder
coremodel architecturein InklingThinking Machines Lab
Images and videos are encoded via a hierarchical patch encoder
coremodel architecturein InklingThinking Machines Lab
Filed alongside
Other methods under model architecture :: multimodal architecture.
Encoder-free multimodal architectureEarly fusion multimodal trainingDiscrete token encoding for audioMixed-modality trainingConfigurable visual token budgetJoint multimodal decoding in a shared hidden spaceNative multimodal understanding3×3 pixel-unshuffle downsamplingJoint vision-language pre-trainingRaw audio projection into the LLM embedding spaceVision Transformer (ViT)2×2 pixel-shuffle downsamplingAudio encoder initialized from MiMo-AudioAudio Transformer (AuT)Causal streaming ConvNet codec decoderData-parallel-first multimodal encodingDecoupled Encoder Process (DEP)Dedicated multimodal encodersDisaggregated encoder trainingDiscarding the LLM after vision-encoder trainingDual-format coordinate supervisionExplicit text-string timestampsFour-frame audio patches with within-patch bidirectional self-attentionFrom-scratch vision-encoder training with next-token prediction