Continual Visual Question Answering on CLT-VQA
49.8APJoint
Evaluation results
| Method | Links | ||
|---|---|---|---|
| JointVenue=-, Backbone=LLaVA-1.5-7B, Method Category=Upper bound2026.06 | 49.8 | 0 | |
| ASRVenue=Ours, Backbone=Qwen2.5-VL-7B, Method Category=Ours2026.06 | 48 | 5.1 | |
| ASRVenue=Ours, Backbone=InternVL3-8B, Method Category=Ours2026.06 | 47.4 | 5.3 | |
| ASRVenue=Ours, Backbone=LLaVA-1.5-7B, Method Category=Ours2026.06 | 46.2 | 5.5 | |
| BCP-MFAVenue=ICCV’25, Backbone=VQA Enc-Dec, Method Category=Continual VQA / VLM methods2026.06 | 45.4 | 6.4 | |
| KeepLoRAVenue=ICLR’26, Backbone=LLaVA-1.5-7B, Method Category=Continual VQA / VLM methods2026.06 | 44.7 | 7.2 | |
| CL-MoEVenue=CVPR’25, Backbone=LLaVA-7B, Method Category=Continual VQA / VLM methods2026.06 | 44.4 | 8.4 | |
| QUADVenue=ICCV’25, Backbone=T5-style, Method Category=Continual VQA / VLM methods2026.06 | 43.6 | 10.1 | |
| VQACLVenue=CVPR’23, Backbone=T5-style, Method Category=Continual VQA / VLM methods2026.06 | 41.5 | 13.9 | |
| ERVenue=-, Backbone=LLaVA-1.5-7B, Method Category=Replay-based2026.06 | 40.8 | 15.7 | |
| LwFVenue=ECCV’16, Backbone=LLaVA-1.5-7B, Method Category=Regularization-based2026.06 | 38.3 | 19.1 | |
| EWCVenue=PNAS’17, Backbone=LLaVA-1.5-7B, Method Category=Regularization-based2026.06 | 37.6 | 20.4 | |
| VanillaVenue=-, Backbone=LLaVA-1.5-7B, Method Category=Reference2026.06 | 36.8 | 22.5 |