Sub-activity Classification on MOMA Sub-activities (meta-test)
78.2AccuracyName Tuning
Evaluation results
| Method | Links | |
|---|---|---|
| Name TuningMeta-training Free=true, VLM Backbone=VideoCLIP, Protocol=5-shot 5-way2024.06 | 78.2 | |
| CoOpMeta-training Free=true, VLM Backbone=VideoCLIP, Protocol=5-shot 5-way2024.06 | 76.6 | |
| CoNaMeta-training Free=true, VLM Backbone=VideoCLIP, Protocol=5-shot 5-way2024.06 | 76.4 | |
| VL-PrototypeMeta-training Free=true, VLM Backbone=MILES, Protocol=5-shot 5-way2024.06 | 75.7 | |
| VL-PrototypeMeta-training Free=true, VLM Backbone=VideoCLIP, Protocol=5-shot 5-way2024.06 | 75.6 | |
| Linear ProbeMeta-training Free=true, VLM Backbone=MILES, Protocol=5-shot 5-way2024.06 | 75.1 | |
| Linear ProbeMeta-training Free=true, VLM Backbone=VideoCLIP, Protocol=5-shot 5-way2024.06 | 74.5 | |
| CoOpMeta-training Free=true, VLM Backbone=CLIP, Protocol=5-shot 5-way2024.06 | 74 | |
| Name TuningMeta-training Free=true, VLM Backbone=MILES, Protocol=5-shot 5-way2024.06 | 74 | |
| CoNaMeta-training Free=true, VLM Backbone=MILES, Protocol=5-shot 5-way2024.06 | 73.6 | |
| CoOpMeta-training Free=true, VLM Backbone=MILES, Protocol=5-shot 5-way2024.06 | 72.8 | |
| OTAMMeta-training Free=false, Protocol=5-shot 5-way2024.06 | 72.6 | |
| Linear ProbeMeta-training Free=true, VLM Backbone=CLIP, Protocol=5-shot 5-way2024.06 | 71.3 | |
| CoNaMeta-training Free=true, VLM Backbone=CLIP, Protocol=5-shot 5-way2024.06 | 71.3 | |
| VL-PrototypeMeta-training Free=true, VLM Backbone=CLIP, Protocol=5-shot 5-way2024.06 | 71.2 | |
| Name TuningMeta-training Free=true, VLM Backbone=CLIP, Protocol=5-shot 5-way2024.06 | 71 | |
| CMNMeta-training Free=false, Protocol=5-shot 5-way2024.06 | 66.6 |