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Models/REX-LXMERT

REX-LXMERT

Reported on 24 benchmarks across 3 tasks · 1 paper · 24 SOTA

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

Natural Language Processing16 results

  • Visual Question Answering (VQA)onGQA-REX
    BLEU-4· 2022-03-11
    54.79
    best: 58.65 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Visual Question Answering (VQA)onGQA-REX
    CIDEr· 2022-03-11
    466.01
    best: 519.23 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Visual Question Answering (VQA)onGQA-REX
    GQA-test· 2022-03-11
    58.15
    best: 60.61 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Visual Question Answering (VQA)onGQA-REX
    GQA-val· 2022-03-11
    78.19
    best: 81.8 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Visual Question Answering (VQA)onGQA-REX
    Grounding· 2022-03-11
    70.79
    best: 77.33 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Visual Question Answering (VQA)onGQA-REX
    METEOR· 2022-03-11
    39.51
    best: 41.57 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Visual Question Answering (VQA)onGQA-REX
    ROUGE-L· 2022-03-11
    79.41
    best: 81.45 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Visual Question Answering (VQA)onGQA-REX
    SPICE· 2022-03-11
    49.98
    best: 54.63 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Visual Question AnsweringonGQA-REX
    BLEU-4· 2022-03-11
    54.79
    best: 58.65 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Visual Question AnsweringonGQA-REX
    CIDEr· 2022-03-11
    466.01
    best: 519.23 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Visual Question AnsweringonGQA-REX
    GQA-test· 2022-03-11
    58.15
    best: 60.61 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Visual Question AnsweringonGQA-REX
    GQA-val· 2022-03-11
    78.19
    best: 81.8 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Visual Question AnsweringonGQA-REX
    Grounding· 2022-03-11
    70.79
    best: 77.33 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Visual Question AnsweringonGQA-REX
    METEOR· 2022-03-11
    39.51
    best: 41.57 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Visual Question AnsweringonGQA-REX
    ROUGE-L· 2022-03-11
    79.41
    best: 81.45 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Visual Question AnsweringonGQA-REX
    SPICE· 2022-03-11
    49.98
    best: 54.63 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107

Computer Vision8 results

  • Explanatory Visual Question AnsweringonGQA-REX
    BLEU-4· 2022-03-11
    54.79
    best: 58.65 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Explanatory Visual Question AnsweringonGQA-REX
    CIDEr· 2022-03-11
    466.01
    best: 519.23 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Explanatory Visual Question AnsweringonGQA-REX
    GQA-test· 2022-03-11
    58.15
    best: 60.61 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Explanatory Visual Question AnsweringonGQA-REX
    GQA-val· 2022-03-11
    78.19
    best: 81.8 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Explanatory Visual Question AnsweringonGQA-REX
    Grounding· 2022-03-11
    70.79
    best: 77.33 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Explanatory Visual Question AnsweringonGQA-REX
    METEOR· 2022-03-11
    39.51
    best: 41.57 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Explanatory Visual Question AnsweringonGQA-REX
    ROUGE-L· 2022-03-11
    79.41
    best: 81.45 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107
  • Explanatory Visual Question AnsweringonGQA-REX
    SPICE· 2022-03-11
    49.98
    best: 54.63 (VCIN)
    SOTA
    REX: Reasoning-aware and Grounded ExplanationarXiv:2203.06107