Audio captioning on AudioCaps

Metric: SPIDEr (higher is better)

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#	Model↕	SPIDEr▼	Extra Data	Paper	Date↕	Code
1	Audio Flamingo	32.6	Yes	Audio Flamingo: A Novel Audio Language Model wit...	2024-02-02	Code
2	ZerAuCap	18.3	Yes	Zero-shot audio captioning with audio-language m...	2023-11-14	Code
3	MQ-Cap	0.519	Yes	Enhancing Retrieval-Augmented Audio Captioning w...	2024-10-14	-
4	SLAM-AAC	0.518	Yes	SLAM-AAC: Enhancing Audio Captioning with Paraph...	2024-10-12	Code
5	LAVCap	0.517	No	LAVCap: LLM-based Audio-Visual Captioning using ...	2025-01-16	Code
6	EnCLAP++-large	0.51	Yes	EnCLAP++: Analyzing the EnCLAP Framework for Opt...	2024-09-02	Code
7	AutoCap	0.507	No	Taming Data and Transformers for Audio Generation	2024-06-27	Code
8	LOAE	0.505	Yes	Enhancing Automated Audio Captioning via Large L...	2024-06-19	Code
9	EnCLAP++-base	0.501	Yes	EnCLAP++: Analyzing the EnCLAP Framework for Opt...	2024-09-02	Code
10	EnCLAP-large	0.4954	No	EnCLAP: Combining Neural Audio Codec and Audio-T...	2024-01-31	Code
11	CNext-trans	0.4951	No	-	-	-
12	EnCLAP-base	0.4829	No	EnCLAP: Combining Neural Audio Codec and Audio-T...	2024-01-31	Code
13	AL-MixGen + Multi-TTA	0.475	No	-	-	-
14	Rethink-ACT (AST + TF + MIL)	0.472	No	-	-	-
15	AL-MixGen	0.466	No	Exploring Train and Test-Time Augmentations for ...	2022-10-31	-
16	BART + YAMNet + PANNs	0.465	No	-	-	Code
17	CNN+Transformer	0.426	No	Audio Captioning Transformer	2021-07-21	Code
18	TopDown-AlignedAtt (1NN)	0.369	No	-	-	-
19	No audio (baseline)	0	No	-	-	Code