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Audio Captioning on Clotho

50.9CIDEr

Chen et al.

Updated 4d ago

Evaluation Results

Method
Chen et al. 2024.09	50.9	19.4	14.5	32.7	54.1	-	-	-	-	-
Feng et al. 2024.09	49.5	19.2	14.1	31.8	52.5	-	-	-	-	-
Liu et al. 2024.09	49.3	19.5	14.5	31.9	53.3	-	-	-	-	-
CNN14-BART 2025.03	48.8	18.5	13.3	31	-	-	-	-	-	-
CNN14-BART 2025.03	48.8	18.5	13.3	31	-	-	-	-	-	-
Wavcaps 2024.06	48.8	-	-	31	-	-	-	-	-	-
EnCLAP++ 2024.09	48	19.9	14.8	31.4	54.4	-	-	-	-	-
EnCLAP-large 2024.01	46.4	18.6	13.3	29.9	-	-	-	-	-	-
EnCLAP-base 2024.01	46.3	18.4	12.8	29.5	-	-	-	-	-	-
HTSAT-BART 2025.03	46.2	18.4	13.3	29.7	-	-	-	-	-	-
HTSAT-BART 2025.03	46.2	18.4	13.3	29.7	-	-	-	-	-	-
EnCLAP-base 2024.01	46.1	18	12.8	29.4	-	-	-	-	-	-
DCASE 2024 Baseline 2024.09	44.2	18.6	13.5	28.8	51	-	-	-	-	-
Qwen-Audio 2023.11	44.1	-	13.6	28.8	-	-	-	-	-	-
GraphAC 2024.01	43.7	17.5	12.6	28.1	-	-	-	-	-	-
FeatureCut 2024.06	43.6	-	-	27.9	-	-	-	-	-	-
M2D-CLAP stage2 2025.03	43.5	17.8	12.4	28	49.9	-	-	-	-	-
M2D-CLAP2025 stage2 2025.03	43.5	17.8	12.4	28	49.9	-	-	-	-	-
P-LocalAFT 2024.01	43.4	17.7	12.2	27.8	-	-	-	-	-	-
M2D-CLAP stage2.1 2025.03	43.2	17.8	12.5	27.8	49.7	-	-	-	-	-
M2D-CLAP2025 stage2.1 2025.03	43.2	17.8	12.5	27.8	49.7	-	-	-	-	-
M2D-CLAP2025 2025.03	43.1	17.7	12.5	27.8	49.6	-	-	-	-	-
M2D-CLAP2025 2025.03	43.1	17.7	12.5	27.8	49.6	-	-	-	-	-
EnCLAP-large 2024.01	42.6	18.2	12.9	27.8	-	-	-	-	-	-
CLAP2023 2025.03	42.5	17.5	12.3	27.4	49.2	-	-	-	-	-
CLAP2023 2025.03	42.5	17.5	12.3	27.4	49.2	-	-	-	-	-
MAAC 2024.01	41.9	17.4	11.9	26.9	-	-	-	-	-	-
Pengi 2023.11	41.6	-	12.6	27.1	-	-	-	-	-	-
Pengi 2024.01	41.6	17.2	12.6	27.1	-	-	-	-	-	-
LAION-CLAP 2025.03	41.4	17.4	12.1	26.8	48.6	-	-	-	-	-
LAION-CLAP 2025.03	41.4	17.4	12.1	26.8	48.6	-	-	-	-	-
M2D-CLAP stage1 2025.03	41.2	17.4	12.2	26.7	48.9	-	-	-	-	-
M2D-CLAP2025 stage1 2025.03	41.2	17.4	12.2	26.7	48.9	-	-	-	-	-
Kim et al. 2024.09	40.9	18.9	13.5	27.2	52.6	-	-	-	-	-
LHDFF 2024.01	40.8	17.5	12.2	26.5	-	-	-	-	-	-
CLIP-AAC 2024.01	40.7	17.1	11.9	26.3	-	-	-	-	-	-
Prefix Tuning for Automated Audio Captioning 2023.03	39.2	17	11.8	25.5	-	56	37.6	25.3	16	37.8
Koh et al. 2023.03	38	16.5	11.1	24.6	-	55.1	36.9	25.2	16.8	37.3
Xu et al. 2023.03	37.7	16.9	11.5	24.6	-	55.6	36.3	24.2	15.9	36.8
Chen et al. 2023.03	34.6	16	10.8	22.7	-	53.4	34.3	23	15.1	35.6
Jung et al. 2024.09	34.4	17.2	14	24.2	55.4	-	-	-	-	-
Cacophony 2025.03	34.2	15.3	10.6	22.4	-	-	-	-	-	-
Cacophony 2025.03	34.2	15.3	10.6	22.4	-	-	-	-	-	-
MiCo-Chat-7B 2024.06	33.3	-	-	21.9	-	-	-	-	-	-
Mei et al. 2023.03	32	15.8	10.5	21.3	-	52.7	32.7	21.1	13.1	35.6
Prefix Tuning for Automated Audio Captioning 2023.03	31.9	15.9	11.1	21.5	-	53.9	34.6	22.7	14.2	36.6
Chen et al. 2023.03	31.4	15.3	10.2	20.8	-	51.6	32.5	21.5	14.1	35
Mei et al. 2023.03	31.3	15.7	10.5	20.9	-	51.6	31.8	20.4	12.7	35.1
OneLLM-7B 2024.06	29.1	-	-	19.5	-	-	-	-	-	-
Gontier et al. 2023.03	27.8	14.8	9.2	18.5	-	50.6	31.8	21	13.4	33.8
ChatBridge-13B 2024.06	26.2	-	-	-	-	-	-	-	-	-
Gontier et al. 2023.03	25.1	13.6	8.3	16.7	-	46.1	28.2	18.2	11.7	31.8
Prefix Tuning for Automated Audio Captioning 2023.03	19.2	11.2	7.4	13.3	-	34.2	19.5	11.5	6.5	27.6
RNN-GRU-EncDec + VGGish + Word2Vec 2020.06	18	19	-	-	-	51	28	22	12	40
RNN-GRU-EncDec + VGGish 2020.06	15	18	-	-	-	45	24	18	9	38
Mei et al. 2023.03	11.7	9.6	5	8.4	-	29.4	14.6	8	4.3	23.9
Gontier et al. 2023.03	11.2	9.8	4.6	7.9	-	30.9	14.6	7.1	3.4	23.3
RNN-GRU-EncDec + Log Mel Energy 2020.06	11	17	-	-	-	45	21	16	8	34
Chen et al. 2023.03	10.9	8.6	4.2	7.6	-	22.6	11.4	6.5	3.9	22.8
Clotho 2020.06	10	9	-	-	-	42	14	6	2	27
CLAP2023 (Ref) 2025.03	-	-	-	27.1	-	-	-	-	-	-
CLAP2023 (Reference) 2025.03	-	-	-	27.1	-	-	-	-	-	-
Pengi 2023.05	-	-	-	27.09	-	-	-	-	-	-
Pengi 2024.06	-	-	-	27.1	-	-	-	-	-	-