2D Classification on Description Detection Dataset

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

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#	Model↕	Intra-scenario ABS mAP▼	Augmentations	Paper	Date↕	Code
1	MM-Grounding-DINO	26	No	An Open and Comprehensive Pipeline for Unified O...	2024-01-04	Code
2	FIBER-B	26	No	Coarse-to-Fine Vision-Language Pre-training with...	2022-06-15	Code
3	GLIP-T	21.5	No	Grounded Language-Image Pre-training	2021-12-07	Code
4	UNINEXT-large	15.9	No	Universal Instance Perception as Object Discover...	2023-03-12	Code
5	OFA-DOD-base	15.4	No	Described Object Detection: Liberating Object De...	2023-07-24	Code
6	OWL-ViT-base	8.8	No	Simple Open-Vocabulary Object Detection with Vis...	2022-05-12	Code
7	SPHINX-7B	7.9	No	SPHINX: The Joint Mixing of Weights, Tasks, and ...	2023-11-13	Code
8	CORA-R50	5	No	CORA: Adapting CLIP for Open-Vocabulary Detectio...	2023-03-23	Code

#1MM-Grounding-DINO
26
Intra-scenario ABS mAP· 2024-01-04
An Open and Comprehensive Pipeline for Unified Object Grounding and Detection Code
#2FIBER-BSOTA
26
Intra-scenario ABS mAP· 2022-06-15
Coarse-to-Fine Vision-Language Pre-training with Fusion in the Backbone Code
#3GLIP-TSOTA
21.5
Intra-scenario ABS mAP· 2021-12-07
Grounded Language-Image Pre-training Code
#4UNINEXT-large
15.9
Intra-scenario ABS mAP· 2023-03-12
Universal Instance Perception as Object Discovery and Retrieval Code
#5OFA-DOD-base
15.4
Intra-scenario ABS mAP· 2023-07-24
Described Object Detection: Liberating Object Detection with Flexible Expressions Code
#6OWL-ViT-base
8.8
Intra-scenario ABS mAP· 2022-05-12
Simple Open-Vocabulary Object Detection with Vision Transformers Code
#7SPHINX-7B
7.9
Intra-scenario ABS mAP· 2023-11-13
SPHINX: The Joint Mixing of Weights, Tasks, and Visual Embeddings for Multi-modal Large Language Models Code
#8CORA-R50
5
Intra-scenario ABS mAP· 2023-03-23
CORA: Adapting CLIP for Open-Vocabulary Detection with Region Prompting and Anchor Pre-Matching Code