2 papers
cs.CV2026
Binary Verification for Zero-Shot Vision
Rongbin Hu, Jeffrey Liu
We propose a training-free, binary verification workflow for zero-shot vision with off-the-shelf VLMs. It comprises two steps: (i) quantization, which turns the open-ended query in…
cs.CV2025
Zero-Shot Referring Expression Comprehension via Vison-Language True/False Verification
Jeffrey Liu, Rongbin Hu
Referring Expression Comprehension (REC) is usually addressed with task-trained grounding models. We show that a zero-shot workflow, without any REC-specific training, can achieve…