2D Classification on Description Detection Dataset

Metric: Intra-scenario FULL mAP (higher is better)

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#	Model↕	Intra-scenario FULL mAP▼	Augmentations	Paper	Date↕	Code
1	MM-Grounding-DINO	22.9	No	An Open and Comprehensive Pipeline for Unified O...	2024-01-04	Code
2	FIBER-B	22.7	No	Coarse-to-Fine Vision-Language Pre-training with...	2022-06-15	Code
3	OFA-DOD-base	21.6	No	Described Object Detection: Liberating Object De...	2023-07-24	Code
4	GLIP-T	19.1	No	Grounded Language-Image Pre-training	2021-12-07	Code
5	UNINEXT-large	17.9	No	Universal Instance Perception as Object Discover...	2023-03-12	Code
6	SPHINX-7B	10.6	No	SPHINX: The Joint Mixing of Weights, Tasks, and ...	2023-11-13	Code
7	OWL-ViT-base	8.6	No	Simple Open-Vocabulary Object Detection with Vis...	2022-05-12	Code
8	CORA-R50	6.2	No	CORA: Adapting CLIP for Open-Vocabulary Detectio...	2023-03-23	Code

#1MM-Grounding-DINOSOTA
22.9
Intra-scenario FULL mAP· 2024-01-04
An Open and Comprehensive Pipeline for Unified Object Grounding and Detection Code
#2FIBER-BSOTA
22.7
Intra-scenario FULL mAP· 2022-06-15
Coarse-to-Fine Vision-Language Pre-training with Fusion in the Backbone Code
#3OFA-DOD-base
21.6
Intra-scenario FULL mAP· 2023-07-24
Described Object Detection: Liberating Object Detection with Flexible Expressions Code
#4GLIP-TSOTA
19.1
Intra-scenario FULL mAP· 2021-12-07
Grounded Language-Image Pre-training Code
#5UNINEXT-large
17.9
Intra-scenario FULL mAP· 2023-03-12
Universal Instance Perception as Object Discovery and Retrieval Code
#6SPHINX-7B
10.6
Intra-scenario FULL mAP· 2023-11-13
SPHINX: The Joint Mixing of Weights, Tasks, and Visual Embeddings for Multi-modal Large Language Models Code
#7OWL-ViT-base
8.6
Intra-scenario FULL mAP· 2022-05-12
Simple Open-Vocabulary Object Detection with Vision Transformers Code
#8CORA-R50
6.2
Intra-scenario FULL mAP· 2023-03-23
CORA: Adapting CLIP for Open-Vocabulary Detection with Region Prompting and Anchor Pre-Matching Code