SgVA-CLIP

Reported on 4 benchmarks across 2 tasks · 1 paper · 4 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision4 results

Image ClassificationonMini-Imagenet 5-way (5-shot)
Accuracy· 2022-11-28
98.72
SOTA
SgVA-CLIP: Semantic-guided Visual Adapting of Vision-Language Models for Few-shot Image Classification arXiv:2211.16191
Image ClassificationonMini-Imagenet 5-way (1-shot)
Accuracy· uses extra data· 2022-11-28
97.95
SOTA
SgVA-CLIP: Semantic-guided Visual Adapting of Vision-Language Models for Few-shot Image Classification arXiv:2211.16191
Few-Shot Image ClassificationonMini-Imagenet 5-way (5-shot)
Accuracy· 2022-11-28
98.72
SOTA
SgVA-CLIP: Semantic-guided Visual Adapting of Vision-Language Models for Few-shot Image Classification arXiv:2211.16191
Few-Shot Image ClassificationonMini-Imagenet 5-way (1-shot)
Accuracy· uses extra data· 2022-11-28
97.95
SOTA
SgVA-CLIP: Semantic-guided Visual Adapting of Vision-Language Models for Few-shot Image Classification arXiv:2211.16191