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Benchmarks
Captioning on W3D Traffic Accident original (test)
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38
BLEU
LLada*
6.8
14.9
23
31.1
Nov 16, 2025
BLEU
METEOR
ROUGE
CIDEr-R
Updated 1mo ago
Evaluation Results
Method
Method
Links
BLEU
METEOR
ROUGE
CIDEr-R
LLada*
Training Regime=Full-d...
2025.11
38
32
52
100
FSDAM
Training Regime=Few-shot
2025.11
33
35
34
84
GazeXplain*
Training Regime=Full-d...
2025.11
17
20
44
66
LLaVA
Training Regime=Zero-s...
2025.11
17
26
19
13
DeepGazeI + LLaVA
Training Regime=Few-shot
2025.11
15
21
31
17
MLNet + LLaVA
Training Regime=Few-shot
2025.11
13
18
33
28
Qwen-VL
Training Regime=In-con...
2025.11
12
24
33
15
DeepGazeIIE + LLaVA
Training Regime=Few-shot
2025.11
11
19
34
10
Qwen-VL
Training Regime=Zero-s...
2025.11
8
21
29
12
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