3projects · all work
Using pretrained language models as a supervisory signal for vision embeddings — a multi-stage schedule that fine-tunes intermediate layers rather than only the head.
PyTorch · Deep metric learning · Vision-language models · ResNet-50
Turning Maximum Concept Matching from a zero-shot method into a few-shot one with prompt tuning, so a model can tell when an input is nothing it was trained on.
PyTorch · CLIP · Prompt tuning · Maximum Concept Matching
Read the surroundings from a camera, synthesise a pattern that disappears into them — the machine-learning half of a friend’s thesis on a sheet that could change its own skin.
Python · OpenCV · PyTorch · pix2pix