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EXP

Reported on 24 benchmarks across 3 tasks · 1 paper · 3 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
Grounding· 2018-09-08
33.52
best: 77.33 (VCIN)
SOTA
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Visual Question AnsweringonGQA-REX
Grounding· 2018-09-08
33.52
best: 77.33 (VCIN)
SOTA
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Visual Question Answering (VQA)onGQA-REX
BLEU-4· 2018-09-08
42.45
best: 58.65 (VCIN)
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Visual Question Answering (VQA)onGQA-REX
CIDEr· 2018-09-08
357.1
best: 519.23 (VCIN)
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Visual Question Answering (VQA)onGQA-REX
GQA-test· 2018-09-08
56.92
best: 60.61 (VCIN)
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Visual Question Answering (VQA)onGQA-REX
GQA-val· 2018-09-08
65.17
best: 81.8 (VCIN)
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Visual Question Answering (VQA)onGQA-REX
METEOR· 2018-09-08
34.46
best: 41.57 (VCIN)
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Visual Question Answering (VQA)onGQA-REX
ROUGE-L· 2018-09-08
73.51
best: 81.45 (VCIN)
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Visual Question Answering (VQA)onGQA-REX
SPICE· 2018-09-08
40.35
best: 54.63 (VCIN)
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Visual Question AnsweringonGQA-REX
BLEU-4· 2018-09-08
42.45
best: 58.65 (VCIN)
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Visual Question AnsweringonGQA-REX
CIDEr· 2018-09-08
357.1
best: 519.23 (VCIN)
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Visual Question AnsweringonGQA-REX
GQA-test· 2018-09-08
56.92
best: 60.61 (VCIN)
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Visual Question AnsweringonGQA-REX
GQA-val· 2018-09-08
65.17
best: 81.8 (VCIN)
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Visual Question AnsweringonGQA-REX
METEOR· 2018-09-08
34.46
best: 41.57 (VCIN)
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Visual Question AnsweringonGQA-REX
ROUGE-L· 2018-09-08
73.51
best: 81.45 (VCIN)
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Visual Question AnsweringonGQA-REX
SPICE· 2018-09-08
40.35
best: 54.63 (VCIN)
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805

Computer Vision8 results

Explanatory Visual Question AnsweringonGQA-REX
Grounding· 2018-09-08
33.52
best: 77.33 (VCIN)
SOTA
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Explanatory Visual Question AnsweringonGQA-REX
BLEU-4· 2018-09-08
42.45
best: 58.65 (VCIN)
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Explanatory Visual Question AnsweringonGQA-REX
CIDEr· 2018-09-08
357.1
best: 519.23 (VCIN)
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Explanatory Visual Question AnsweringonGQA-REX
GQA-test· 2018-09-08
56.92
best: 60.61 (VCIN)
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Explanatory Visual Question AnsweringonGQA-REX
GQA-val· 2018-09-08
65.17
best: 81.8 (VCIN)
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Explanatory Visual Question AnsweringonGQA-REX
METEOR· 2018-09-08
34.46
best: 41.57 (VCIN)
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Explanatory Visual Question AnsweringonGQA-REX
ROUGE-L· 2018-09-08
73.51
best: 81.45 (VCIN)
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805
Explanatory Visual Question AnsweringonGQA-REX
SPICE· 2018-09-08
40.35
best: 54.63 (VCIN)
Faithful Multimodal Explanation for Visual Question Answering arXiv:1809.02805