Exemplar-Free Counting on FSC147

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MAE(test) 낮을수록 좋음

Rank	Model	MAE(test)	RMSE(test)	MAE(val)	RMSE(val)	Paper	Code	Year
1	SAVE	8.92	80.39	8.89	35.83	SAVE: Self-Attention on Visual Embedding for Zero-Shot Generic Object Counting	AhmedZgaren/Save	2025
2	GeCo	13.30	108.72	14.81	64.95	A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation	jerpelhan/GeCo	2024
3	GCA-SUN	14.00	92.19	16.06	53.04	GCA-SUNet: A Gated Context-Aware Swin-UNet for Exemplar-Free Counting		2024
4	CounTR	14.71	106.87	18.07	71.84	CounTR: Transformer-based Generalised Visual Counting	Verg-Avesta/CounTR	2022
5	DAVE	15.14	103.49	15.54	52.67	DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting	jerpelhan/dave	2024
6	LOCA	16.2	103.96	17.43	54.96	A Low-Shot Object Counting Network With Iterative Prototype Adaptation	djukicn/loca	2022
7	RCC	17.12	104.53	17.49	58.81	Learning to Count Anything: Reference-less Class-agnostic Counting with Weak Supervision	SinicaGroup/Class-agnostic-Few-shot-Object-Counting · activevisionlab/learningtocountanything	2022
8	RepRPN-Counter	26.66	129.11	29.24	98.11	Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers	SunWenJu123/DCPOC	2022
9	FamNet	32.27	131.46	32.15	98.75	Learning To Count Everything	cvlab-stonybrook/LearningToCountEverything	2021