Classification on CC3M-TagMask

Metric: F1 (higher is better)

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#	Model↕	F1▼	Augmentations	Paper	Date↕	Code
1	TTD (w/ fine-tuning)	82.8	No	TTD: Text-Tag Self-Distillation Enhancing Image-...	2024-03-30	Code
2	TTD (w/o fine-tuning)	78.5	No	TTD: Text-Tag Self-Distillation Enhancing Image-...	2024-03-30	Code
3	NLTK	69.8	No	-	-	Code
4	Qwen-72B	62.1	No	Qwen Technical Report	2023-09-28	Code
5	Vicuna-33B	60.4	No	-	-	-
6	Vicuna-7B	54.4	No	-	-	-

#1TTD (w/ fine-tuning)SOTA
82.8
F1· 2024-03-30
TTD: Text-Tag Self-Distillation Enhancing Image-Text Alignment in CLIP to Alleviate Single Tag Bias Code
#2TTD (w/o fine-tuning)
78.5
F1· 2024-03-30
TTD: Text-Tag Self-Distillation Enhancing Image-Text Alignment in CLIP to Alleviate Single Tag Bias Code
#3NLTK
69.8
F1
No paperCode
#4Qwen-72BSOTA
62.1
F1· 2023-09-28
Qwen Technical Report Code
#5Vicuna-33B
60.4
F1
No paper
#6Vicuna-7B
54.4
F1
No paper