perception-encoder

[CVPR 2026] - IsoCLIP: Decomposing CLIP Projectors for Efficient Intra-modal Alignment

Digitising Scrabble boards with SAM 3 and Perception Encoder.

Can a distilled student match its frozen teachers on radar? Part four of a SAR transfer series. A C-RADIO-style ViT-B student learns from SigLIP2, satellite DINOv3, PE-Spatial and TerraFM-B reading Sentinel-1, scored with frozen features on glacial lakes, snow, forest types and alpine glaciers.

Search photos by sentence or by photo, with answers that cite them: SigLIP 2 + Perception Encoder fusion, FAISS and Qwen3-VL reranking - 89.7 % Recall@1 on Flickr30k.