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Models/VCIN

VCIN

Reported on 48 benchmarks across 3 tasks

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing32 results

  • Visual Question Answering (VQA)onGQA-REX
    BLEU-4
    58.65
  • Visual Question Answering (VQA)onGQA-REX
    CIDEr
    519.23
  • Visual Question Answering (VQA)onGQA-REX
    GQA-test
    60.61
  • Visual Question Answering (VQA)onGQA-REX
    GQA-val
    81.8
  • Visual Question Answering (VQA)onGQA-REX
    Grounding
    77.33
  • Visual Question Answering (VQA)onGQA-REX
    METEOR
    41.57
  • Visual Question Answering (VQA)onGQA-REX
    ROUGE-L
    81.45
  • Visual Question Answering (VQA)onGQA-REX
    SPICE
    54.63
  • Visual Question Answering (VQA)onSME
    #Learning Samples (N)
    16
  • Visual Question Answering (VQA)onSME
    ACC
    17.77
    best: 51.45 (MEAgent)
  • Visual Question Answering (VQA)onSME
    BLEU-4
    9.17
    best: 67.91 (MEAgent)
  • Visual Question Answering (VQA)onSME
    CIDEr
    4.28
    best: 510.44 (MEAgent)
  • Visual Question Answering (VQA)onSME
    Detection
    0.28
    best: 29.09 (MEAgent)
  • Visual Question Answering (VQA)onSME
    METEOR
    19.82
    best: 50.55 (MEAgent)
  • Visual Question Answering (VQA)onSME
    ROUGE-L
    33.34
    best: 79.41 (MEAgent)
  • Visual Question Answering (VQA)onSME
    SPICE
    13.39
    best: 64.09 (MEAgent)
  • Visual Question AnsweringonGQA-REX
    BLEU-4
    58.65
  • Visual Question AnsweringonGQA-REX
    CIDEr
    519.23
  • Visual Question AnsweringonGQA-REX
    GQA-test
    60.61
  • Visual Question AnsweringonGQA-REX
    GQA-val
    81.8
  • Visual Question AnsweringonGQA-REX
    Grounding
    77.33
  • Visual Question AnsweringonGQA-REX
    METEOR
    41.57
  • Visual Question AnsweringonGQA-REX
    ROUGE-L
    81.45
  • Visual Question AnsweringonGQA-REX
    SPICE
    54.63
  • Visual Question AnsweringonSME
    #Learning Samples (N)
    16
  • Visual Question AnsweringonSME
    ACC
    17.77
    best: 51.45 (MEAgent)
  • Visual Question AnsweringonSME
    BLEU-4
    9.17
    best: 67.91 (MEAgent)
  • Visual Question AnsweringonSME
    CIDEr
    4.28
    best: 510.44 (MEAgent)
  • Visual Question AnsweringonSME
    Detection
    0.28
    best: 29.09 (MEAgent)
  • Visual Question AnsweringonSME
    METEOR
    19.82
    best: 50.55 (MEAgent)
  • Visual Question AnsweringonSME
    ROUGE-L
    33.34
    best: 79.41 (MEAgent)
  • Visual Question AnsweringonSME
    SPICE
    13.39
    best: 64.09 (MEAgent)

Computer Vision16 results

  • Explanatory Visual Question AnsweringonGQA-REX
    BLEU-4
    58.65
  • Explanatory Visual Question AnsweringonGQA-REX
    CIDEr
    519.23
  • Explanatory Visual Question AnsweringonGQA-REX
    GQA-test
    60.61
  • Explanatory Visual Question AnsweringonGQA-REX
    GQA-val
    81.8
  • Explanatory Visual Question AnsweringonGQA-REX
    Grounding
    77.33
  • Explanatory Visual Question AnsweringonGQA-REX
    METEOR
    41.57
  • Explanatory Visual Question AnsweringonGQA-REX
    ROUGE-L
    81.45
  • Explanatory Visual Question AnsweringonGQA-REX
    SPICE
    54.63
  • Explanatory Visual Question AnsweringonSME
    #Learning Samples (N)
    16
  • Explanatory Visual Question AnsweringonSME
    ACC
    17.77
    best: 51.45 (MEAgent)
  • Explanatory Visual Question AnsweringonSME
    BLEU-4
    9.17
    best: 67.91 (MEAgent)
  • Explanatory Visual Question AnsweringonSME
    CIDEr
    4.28
    best: 510.44 (MEAgent)
  • Explanatory Visual Question AnsweringonSME
    Detection
    0.28
    best: 29.09 (MEAgent)
  • Explanatory Visual Question AnsweringonSME
    METEOR
    19.82
    best: 50.55 (MEAgent)
  • Explanatory Visual Question AnsweringonSME
    ROUGE-L
    33.34
    best: 79.41 (MEAgent)
  • Explanatory Visual Question AnsweringonSME
    SPICE
    13.39
    best: 64.09 (MEAgent)