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Depression Detection on DAIC-WOZ (dev)

90F1 (avg)

RED

Updated 18d ago

Evaluation Results

Method
RED 2025.03	90	-	-	87.83	92.17	-	-	-	-
SEGA++ 2025.03	87.76	-	-	84.62	90.91	-	-	-	-
SEGA 2025.03	84.93	-	-	81.48	88.37	-	-	-	-
Naive RAG 2025.03	84.39	-	-	78.97	88.05	-	-	-	-
Personal RAG 2025.03	84.39	-	-	79.87	88.92	-	-	-	-
w-GCN 2025.03	83.81	-	-	78.26	89.36	-	-	-	-
MFM-Att 2025.03	82.14	-	-	78.57	85.71	-	-	-	-
HCAG 2025.03	81.64	-	-	76.92	86.36	-	-	-	-
Direct Prompt 2025.03	78.9	-	-	74.07	83.72	-	-	-	-
EATD-Fusion 2025.03	77.34	-	-	69.57	85.11	-	-	-	-
WavLM 2025.02	70	75	0.024	-	-	-	-	-	-
Transformer(Qwen) + ACMG w Cross-modal 2026.04	69.39	-	-	-	-	71.79	68.48	-	-
Timing-RAG (SpeechT-RAG) 2025.02	69.2	73.3	0.049	-	-	-	-	-	-
Wang et al. (2022) 2026.04	68.34	-	-	-	-	-	-	-	-
HuBERT 2025.02	66.7	76.2	0.052	-	-	-	-	-	-
Timing-RAG (SpeechT-RAG) 2025.02	65.1	69.2	0.048	-	-	-	-	-	-
Transformer(Qwen) 2026.04	64.38	-	-	-	-	64.77	64.13	-	-
Gomez-Zaragoza et al. (2025) 2026.04	64.3	-	-	-	-	-	-	-	-
Llama2 13B 2025.02	63.6	-	-	-	-	-	-	-	-
Wav2Vec 2.0 2025.02	62.7	66.7	0.043	-	-	-	-	-	-
Text-RAG 2025.02	62.7	64.3	0.021	-	-	-	-	-	-
Timing-RAG (SpeechT-RAG) 2025.02	62.4	62.5	0.002	-	-	-	-	-	-
Timing-RAG (SpeechT-RAG) 2025.02	60.1	64	0.026	-	-	-	-	-	-
Al Hanai et al. (2018) 2026.04	59	-	-	-	-	71	50	-	-
Llama2 7B 2025.02	57.8	-	-	-	-	-	-	-	-
Timing-RAG (SpeechT-RAG) 2025.02	56.3	60	0.032	-	-	-	-	-	-
Timing-RAG (SpeechT-RAG) 2025.02	54.8	57.1	0.03	-	-	-	-	-	-
Llama2 13B Chat 2025.02	54.5	-	-	-	-	-	-	-	-
Timing-RAG (SpeechT-RAG) 2025.02	52.8	53.3	0.007	-	-	-	-	-	-
Llama3 8B 2025.02	52.8	53.7	0.008	-	-	-	-	-	-
Llama3 8B Instruct 2025.02	51.7	53.7	0.021	-	-	-	-	-	-
Timing-RAG (SpeechT-RAG) 2025.02	51.6	58.1	0.058	-	-	-	-	-	-
Timing-RAG (SpeechT-RAG) 2025.02	50.7	57.1	0.047	-	-	-	-	-	-
Al Hanai et al. (2018) 2026.04	50	-	-	-	-	71	38	-	-
Timing-RAG (SpeechT-RAG) 2025.02	49.7	50	0.007	-	-	-	-	-	-
Llama2 7B Chat 2025.02	48.8	-	-	-	-	-	-	-	-
Text-RAG 2025.02	45.8	48.7	0.02	-	-	-	-	-	-
Text-RAG 2025.02	30.4	31.6	0.008	-	-	-	-	-	-
Text-RAG 2025.02	29.2	31.6	0.038	-	-	-	-	-	-
Llama2 13B 2025.02	24.9	30	0.037	-	-	-	-	-	-
Llama2 7B Chat 2025.02	19.5	20.7	0.023	-	-	-	-	-	-
Llama2 13B Chat 2025.02	18.6	19.1	0.005	-	-	-	-	-	-
Llama2 7B 2025.02	17.3	18.2	0.011	-	-	-	-	-	-
WavLM-Large 2026.07	-	-	-	-	-	-	-	67.3	49.8
RoBERTa-Large 2026.07	-	-	-	-	-	-	-	69	51.7
CTD 2026.07	-	-	-	-	-	-	-	74.6	58.1
WavLM-Large + RoBERTa-Large 2026.07	-	-	-	-	-	-	-	70	52
WavLM-Large + CTD 2026.07	-	-	-	-	-	-	-	77.5	61.8
RoBERTa-Large + CTD 2026.07	-	-	-	-	-	-	-	80.4	64.3
WavLM-Large + RoBERTa-Large + CTD (Three-way Fusion) 2026.07	-	-	-	-	-	-	-	80.4	64.3