Zero-Shot Transfer Image Classification 벤치마크

Zero-Shot Transfer Image Classification on ImageNet-A

13개 결과 · ⬇ CSV · JSON

Accuracy (Private)

Rank	Model	Accuracy (Private)	Accuracy (Public)	Paper	Code	Year
1	CoCa	90.2	–	CoCa: Contrastive Captioners are Image-Text Foundation Models	mlfoundations/open_clip · facebookresearch/multimodal · lucidrains/CoCa-pytorch · +3	2022
2	LiT-22B	90.1	–	Scaling Vision Transformers to 22 Billion Parameters	lucidrains/flash-cosine-sim-attention	2023
3	LiT ViT-e	88.0	–	PaLI: A Jointly-Scaled Multilingual Language-Image Model	google-research/big_vision	2022
4	EVA-CLIP-18B	87.3	–	EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters	baaivision/EVA · baaivision/eva	2024
5	BASIC (Lion)	86.4	–
6	BASIC	85.6	–	Combined Scaling for Zero-shot Transfer Learning		2021
7	InternVL-C	83.8	–	InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks	opengvlab/internvl · opengvlab/internvl-mmdetseg	2023
8	EVA-CLIP-E/14+	82.1	–	EVA-CLIP: Improved Training Techniques for CLIP at Scale	baaivision/eva · PaddlePaddle/PaddleMIX · Yui010206/CREMA · +1	2023
9	LiT-tuning	79.4	37.8	LiT: Zero-Shot Transfer with Locked-image text Tuning	mlfoundations/open_clip · google-research/vision_transformer · google-research/big_vision · +2	2021
10	CLIP	77.2	-	Learning Transferable Visual Models From Natural Language Supervision	openai/CLIP · mlfoundations/open_clip · towhee-io/towhee · +79	2021
11	ALIGN	75.8	-	Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision	facebookresearch/metaclip · kakaobrain/coyo-dataset · MicPie/clasp · +2	2021
12	AltCLIP	69.5	–	AltCLIP: Altering the Language Encoder in CLIP for Extended Language Capabilities	flagai-open/flagai · pwc-1/Paper-8	2022
13	PaLI	44.7	–	PaLI: A Jointly-Scaled Multilingual Language-Image Model	google-research/big_vision	2022