Recent advancements in fine-tuning Vision-Language Foundation Models (VLMs) have garnered significant attention for their effectiveness in downstream few-shot learning tasks.While these recent approaches exhibits some performance improvements, they often suffer from excessive training parameters and high ...
In this paper, we first introduce a uni-fied formulation to analyze CLIP-based few-shot learning methods from a perspective of logit bias, which encourages us to learn an effective logit bias for further improving per-formance of CLIP-based few-shot learning methods. To this end, we ...
However, the prevalent few-shot based approaches, which employ a singular prompt for training videos, typically result in inadequate control over complex backgrounds and multiple objects. To overcome this limitation, we introduce a novel component: the dual cross-attention layer. This component ...
{jianwei.yang, penzhan, chunyl, ncodella, luozhou, xidai, luyuan, jfgao}@microsoft.com, {liunian.harold.li}@cs.ucla.edu Abstract Contrastive language-image pretraining (CLIP) using image-text pairs has achieved impressive results on image classification in both zero-shot and transfe...
There have been a lot of developments in the last year or so with deployable foundation model - keeping up is difficult so the idea is to have a one-stop shop for a few things: A concerted class - and eventually a Python package - allowing for the deployment of an ONNX accelarated ...
Ryan O'Bryan Here's how CLIP Interrogator described it: CLIP Interrogator In case it's hard to read, here's what it says: a man holding a guitar and singing into a microphone, a screenshot, inspired by Milton Menasco, featured on reddit, cobra, hair in a ponytail. shirt, blond furr...
To address the scarcity of data in industrial scenarios, lots of few-shot anomaly detection methods emerge recently. In this paper, we propose an effective few-shot anomaly classification (FSAC) framework with one-stage training, dubbed CLIP-FSAC++. Specifically, we introduce a cross-modality ...
Text-to-Image (T2I) generation based on diffusion models has garnered significant attention in the last few years. Although these image synthesis methods p... Y Zhao,Z Lian - European Conference on Computer Vision 被引量: 0发表: 2025年 Make an Image Move: Few-Shot Based Video Generation ...
Ryan O'Bryan Here's how CLIP Interrogator described it: CLIP Interrogator In case it's hard to read, here's what it says: a man holding a guitar and singing into a microphone, a screenshot, inspired by Milton Menasco, featured on reddit, cobra, hair in a ponytail. shirt, blond furr...