Continual Visual Question Answering on VQACL (VQAv2 + NExT-QA)
40.73APINDUCEKV-OV
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| INDUCEKV-OVProtocol=OV2026.07 | 40.73 | — | — | — | — | 3.64 | |
| INDUCEKV-T5Protocol=T52026.07 | 39.86 | — | — | — | — | 4.54 | |
| QUADProtocol=T52026.07 | 39.25 | — | — | — | — | 4.91 | |
| VQACLProtocol=T52026.07 | 37.46 | — | — | — | — | 6.96 | |
| ERProtocol=T52026.07 | 36.99 | — | — | — | — | 5.99 | |
| DERProtocol=T52026.07 | 35.35 | — | — | — | — | 8.62 | |
| VSProtocol=T52026.07 | 34.03 | — | — | — | — | 8.79 | |
| INDUCEKV-OVProtocol=OV2026.07 | 33.25 | — | — | — | — | 2.18 | |
| INDUCEKV-T5Protocol=T52026.07 | 32.12 | — | — | — | — | 2.68 | |
| QUADProtocol=T52026.07 | 31.7 | — | — | — | — | 2.91 | |
| VQACLProtocol=T52026.07 | 30.86 | — | — | — | — | 4.12 | |
| ERProtocol=T52026.07 | 30.55 | — | — | — | — | 4.91 | |
| VSProtocol=T52026.07 | 28.13 | — | — | — | — | 4.45 | |
| DERProtocol=T52026.07 | 26.17 | — | — | — | — | 5.12 | |
| MASProtocol=T52026.07 | 20.56 | — | — | — | — | 11.16 | |
| MASProtocol=T52026.07 | 18.04 | — | — | — | — | 10.07 | |
| EWCProtocol=T52026.07 | 15.77 | — | — | — | — | 30.62 | |
| VanillaProtocol=T52026.07 | 14.92 | — | — | — | — | 30.8 | |
| EWCProtocol=T52026.07 | 13.01 | — | — | — | — | 24.06 | |
| VanillaProtocol=T52026.07 | 12.68 | — | — | — | — | 25.94 | |
| ASRVenue=Ours, Backbone=LLaVA-1.5-7B, Method Category=Ours2026.06 | — | 48.6 | 5.1 | 39.1 | 4.9 | — | |
| ASRVenue=Ours, Backbone=Qwen2.5-VL-7B, Method Category=Ours2026.06 | — | 51.4 | 4.6 | 42 | 4.4 | — | |
| ASRVenue=Ours, Backbone=InternVL3-8B, Method Category=Ours2026.06 | — | 50.8 | 4.8 | 41.4 | 4.5 | — | |
| BCP-MFAVenue=ICCV’25, Backbone=VQA Enc-Dec, Method Category=Continual VQA / VLM methods2026.06 | — | 45.9 | 9.1 | 35 | 8.6 | — | |
| CL-MoEVenue=CVPR’25, Backbone=LLaVA-7B, Method Category=Continual VQA / VLM methods2026.06 | — | 47.9 | 6.2 | 37.8 | 6 | — | |
| ERVenue=-, Backbone=LLaVA-1.5-7B, Method Category=Replay-based2026.06 | — | 42.7 | 14 | 31 | 13.1 | — | |
| EWCVenue=PNAS’17, Backbone=LLaVA-1.5-7B, Method Category=Regularization-based2026.06 | — | 40.9 | 18.1 | 29.2 | 16.8 | — | |
| JointVenue=-, Backbone=LLaVA-1.5-7B, Method Category=Upper bound2026.06 | — | 52.4 | 0 | 43 | 0 | — | |
| KeepLoRAVenue=ICLR’26, Backbone=LLaVA-1.5-7B, Method Category=Continual VQA / VLM methods2026.06 | — | 46.5 | 6.9 | 37 | 6.6 | — | |
| LwFVenue=ECCV’16, Backbone=LLaVA-1.5-7B, Method Category=Regularization-based2026.06 | — | 41.3 | 17.2 | 29.8 | 15.9 | — | |
| QUADVenue=ICCV’25, Backbone=T5-style, Method Category=Continual VQA / VLM methods2026.06 | — | 46.8 | 7.8 | 36.5 | 7.1 | — | |
| VanillaVenue=-, Backbone=LLaVA-1.5-7B, Method Category=Reference2026.06 | — | 40.2 | 19.5 | 28.7 | 17.3 | — | |
| VQACLVenue=CVPR’23, Backbone=T5-style, Method Category=Continual VQA / VLM methods2026.06 | — | 44.1 | 11.6 | 33.4 | 10.4 | — |