SLIP

text, image · discriminative · anchor

Findings

• IC-281SLIP's intra-modal self-supervised loss reduces intra-modal misalignment, making inter-modal inversion unnecessary for image retrieval

Shared mechanisms

• Distance preservationalso in CLIP / CLIP-ViT (LC), CoPlace, DINO, DINOv2, Gemma, Gemma 2, ImageBind, LanguageBind, LLaMA, Llama 2 / Llama 2 base, Llama 3, Llama 3.1, Llama-3.2-3B, LLaVA-1.5 / LLaVA-v1.5, LLaVA-Med, MAE, MAE-B/16, OpenCLIP, Pythia, ResNet / ResNet-152 / ResNet-101 / ResNet-50-BN, SigLIP, TerraMind, ViT