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ResearchFormerly WizWand

MS-COCO

Benchmarks

TaskDatasetSOTA resultTrendResults

MS-COCO 5k image-text pairs

20.044FID

15

Text-to-Image Generation

MS-COCO 10K (val)

31.959CLIPScore

15

Object Detection

MS COCO 2014 (test)

58.7AP (Box)

15

Class-agnostic Object Detection

MS COCO 2017 (val)

8.2AP (Overall)

15

Open-World Object Detection

MS-COCO OWOD (Task 4)

45.4mAP (Previously Known)

15

Open-World Object Detection

MS-COCO OWOD (Task 2)

67.6mAP (Known)

15

Panoptic Segmentation

MS-COCO 2018 (test-dev)

53.2PQ (Panoptic Quality)

15

Image Captioning

MS COCO 40,775 images (test)

133.5CIDEr

15

MS-COCO random 1,000 prompts 2017 (test)

0.392Textual Faithfulness

14

Backdoor Detection

MS-COCO v1.4 (val)

99.9RickBKD Detection Rate

14

Text-to-Image Generation

MS COCO 5,000 samples

27.43FID

14

Multimodal Watermarking

MS-COCO 17

3.01PPL

14

Multimodal Watermarking

MS-COCO 14

3.01PPL

14

Object Detection

MS COCO 1x (train)

40.5AP

14

Object Detection

MS-COCO Generalized (Novel)

31.5mAP50

14

Text-to-Image Generation

MS-COCO 30K prompts (val)

3.22FID

14

Controllable Image Generation

MS-COCO Canny 2017

20.35FID

13

Unconditional Image Generation

MS COCO 2014

46.2FID

13

Text-to-Image Generation

MS-COCO SDXL

23.87FID

13

Text-to-Image Generation

MS-COCO evaluated after 100-concept erasure

26.56CS

13

Text-to-Image Generation

MS-COCO evaluated after 50-concept erasure

26.56CLIP Score

13

Text-to-Image Generation

MS-COCO evaluated after 10-concept erasure

26.56CS Score

13

Quality Preservation

MS-COCO (test)

40.18FID

13

Text-to-Image Synthesis

MS COCO 64x64 zero-shot

6.95Zero-shot FID30k

13

Open-World Object Detection

MS-COCO OWOD Task 1

24U-Recall

13