rankings / identify-images
The best models for identifying and tagging images
79 models & services · 0 callable here now
Ranked by benchmark score per dollar (quality floor applied). Scores: MIEB (image embeddings) — image embedding quality across zero-shot classification and retrieval (MIEB lite, x100). Fetched 2026-07-04. Prices are our live per-call rates; ~ marks an estimate until the model is onboarded.
sorted by value · sort by score
| # | model | score | price | params | status |
|---|---|---|---|---|---|
| 1 | LCO-Embedding/LCO-Embedding-Omni-7B best value | 68.8 (#1) | ~$0.008 / 1M tokens | 8932M | coming soon |
| 2 | LCO-Embedding/LCO-Embedding-Omni-3B | 66.8 (#2) | ~$0.008 / 1M tokens | 4703M | coming soon |
| 3 | jinaai/jina-embeddings-v5-omni-small | 61.1 (#4) | ~$0.008 / 1M tokens | 1626M | coming soon |
| 4 | BidirLM/BidirLM-Omni-2.5B-Embedding | 55.8 (#8) | ~$0.008 / 1M tokens | 2445M | coming soon |
| 5 | royokong/e5-v | 51.9 (#12) | ~$0.008 / 1M tokens | 8355M | coming soon |
| 6 | jinaai/jina-embeddings-v5-omni-nano | 49.4 (#23) | ~$0.008 / 1M tokens | 986M | coming soon |
| 7 | jinaai/jina-clip-v1 | 41.6 (#35) | ~$0.008 / 1M tokens | 223M | coming soon |
| 8 | laion/CLIP-ViT-B-32-laion2B-s34B-b79K | 42.6 (#33) | ~$0.047 / 1k images | 151M | coming soon |
| 9 | google/siglip-base-patch16-512 | 50.9 (#15) | ~$0.094 / 1k images | 204M | coming soon |
| 10 | google/siglip-base-patch16-384 | 50.5 (#17) | ~$0.094 / 1k images | 203M | coming soon |
| 11 | google/siglip-base-patch16-256-multilingual | 49.7 (#21) | ~$0.094 / 1k images | 371M | coming soon |
| 12 | google/siglip-base-patch16-256 | 48.4 (#24) | ~$0.094 / 1k images | 203M | coming soon |
| 13 | laion/CLIP-ViT-L-14-laion2B-s32B-b82K | 47.6 (#25) | ~$0.094 / 1k images | 428M | coming soon |
| 14 | openai/clip-vit-large-patch14 | 47.4 (#26) | ~$0.094 / 1k images | 428M | coming soon |
| 15 | google/siglip-base-patch16-224 | 47.4 (#27) | ~$0.094 / 1k images | 203M | coming soon |
| 16 | google/siglip-so400m-patch14-384 | 53.5 (#10) | ~$0.235 / 1k images | 878M | coming soon |
| 17 | google/siglip-large-patch16-384 | 53.3 (#11) | ~$0.235 / 1k images | 652M | coming soon |
| 18 | google/siglip-large-patch16-256 | 51.4 (#13) | ~$0.235 / 1k images | 652M | coming soon |
| 19 | laion/CLIP-ViT-H-14-laion2B-s32B-b79K | 50 (#19) | ~$0.235 / 1k images | 986M | coming soon |
| 20 | Salesforce/blip2-opt-2.7b | 34.6 (#46) | ~$0.626 / 1k images | 3740M | coming soon |
| 21 | Haon-Chen/e5-omni-7B | 65.2 (#3) | - | 8932M | coming soon |
| 22 | voyageai/voyage-multimodal-3 | 59.7 (#5) | - | - | not hosted |
| 23 | Tevatron/OmniEmbed-v0.1 | 58.3 (#6) | - | 8932M | coming soon |
| 24 | Haon-Chen/e5-omni-3B | 57.1 (#7) | - | 4703M | coming soon |
| 25 | encord-team/ebind-full | 55.2 (#9) | - | 1790M | coming soon |
| 26 | laion/CLIP-ViT-bigG-14-laion2B-39B-b160k | 51.3 (#14) | - | 2540M | coming soon |
| 27 | QuanSun/EVA02-CLIP-bigE-14-plus | 50.8 (#16) | - | 5000M | not hosted |
| 28 | laion/CLIP-ViT-L-14-DataComp.XL-s13B-b90K | 50.4 (#18) | - | 428M | coming soon |
| 29 | QuanSun/EVA02-CLIP-bigE-14 | 49.9 (#20) | - | 4700M | not hosted |
| 30 | laion/CLIP-ViT-g-14-laion2B-s34B-b88K | 49.4 (#22) | - | 1367M | coming soon |
| 31 | laion/CLIP-ViT-B-16-DataComp.XL-s13B-b90K | 46.6 (#28) | - | 150M | coming soon |
| 32 | TIGER-Lab/VLM2Vec-LoRA | 46 (#29) | - | 4162M | coming soon |
| 33 | TIGER-Lab/VLM2Vec-Full | 46 (#30) | - | 4147M | coming soon |
| 34 | QuanSun/EVA02-CLIP-L-14 | 45.3 (#31) | - | 428M | not hosted |
| 35 | openai/clip-vit-base-patch16 | 43.5 (#32) | - | 150M | coming soon |
| 36 | Salesforce/blip-itm-large-coco | 42 (#34) | - | 446M | coming soon |
| 37 | laion/CLIP-ViT-B-32-DataComp.XL-s13B-b90K | 41.5 (#36) | - | 151M | coming soon |
| 38 | kakaobrain/align-base | 41.3 (#37) | - | 172M | coming soon |
| 39 | Salesforce/blip-itm-base-coco | 41 (#38) | - | 224M | coming soon |
| 40 | Salesforce/blip-itm-large-flickr | 40.5 (#39) | - | 446M | coming soon |
| 41 | Salesforce/blip-itm-base-flickr | 39.9 (#40) | - | 224M | coming soon |
| 42 | BAAI/bge-visualized-m3 | 39.7 (#41) | - | 873M | not hosted |
| 43 | QuanSun/EVA02-CLIP-B-16 | 39.6 (#42) | - | 149M | not hosted |
| 44 | openai/clip-vit-base-patch32 | 38.7 (#43) | - | 151M | coming soon |
| 45 | BAAI/bge-visualized-base | 38 (#44) | - | 196M | not hosted |
| 46 | nomic-ai/nomic-embed-vision-v1.5 | 36.4 (#45) | - | 93M | coming soon |
| 47 | Salesforce/blip2-opt-6.7b-coco | 33.4 (#47) | - | 7750M | not hosted |
| 48 | Salesforce/blip-image-captioning-large | 31.1 (#48) | ~$0.094 / 1k images | 446M | coming soon |
| 49 | Salesforce/blip-image-captioning-base | 27.6 (#49) | - | 225M | coming soon |
| 50 | openai/clip-vit-large-patch14-336 | - | - | - | coming soon |
| 51 | yuvalkirstain/PickScore_v1 | - | ~$0.235 / 1k images | 986.1M | coming soon |
| 52 | patrickjohncyh/fashion-clip | - | ~$0.047 / 1k images | 151.3M | coming soon |
| 53 | google/siglip2-giant-opt-patch16-384 | - | ~$0.626 / 1k images | 1871.9M | coming soon |
| 54 | google/siglip2-base-patch16-naflex | - | ~$0.094 / 1k images | 375.2M | coming soon |
| 55 | google/siglip2-so400m-patch16-naflex | - | ~$0.235 / 1k images | 1135.7M | coming soon |
| 56 | google/siglip2-so400m-patch14-384 | - | ~$0.235 / 1k images | 1136M | coming soon |
| 57 | Marqo/marqo-fashionSigLIP | - | ~$0.094 / 1k images | 203.2M | coming soon |
| 58 | laion/CLIP-convnext_base_w-laion2B-s13B-b82K-augreg | - | - | - | coming soon |
| 59 | microsoft/BiomedCLIP-PubMedBERT_256-vit_base_patch16_224 | - | - | - | coming soon |
| 60 | google/siglip2-so400m-patch16-256 | - | ~$0.235 / 1k images | 1135.7M | coming soon |
| 61 | google/siglip2-base-patch16-224 | - | ~$0.094 / 1k images | 375.2M | coming soon |
| 62 | laion/CLIP-ViT-B-16-laion2B-s34B-b88K | - | - | - | coming soon |
| 63 | google/siglip2-so400m-patch16-512 | - | ~$0.235 / 1k images | 1136.6M | coming soon |
| 64 | wkcn/TinyCLIP-ViT-8M-16-Text-3M-YFCC15M | - | ~$0.047 / 1k images | 23.4M | coming soon |
| 65 | facebook/PE-Core-L14-336 | - | - | - | coming soon |
| 66 | timm/ViT-SO400M-14-SigLIP-384 | - | - | - | coming soon |
| 67 | google/siglip2-base-patch16-256 | - | ~$0.094 / 1k images | 375.2M | coming soon |
| 68 | OFA-Sys/chinese-clip-vit-base-patch16 | - | - | - | coming soon |
| 69 | q-future/one-align | - | - | - | coming soon |