diff --git a/controller/relay-text.go b/controller/relay-text.go
index 50b45140..68552b53 100644
--- a/controller/relay-text.go
+++ b/controller/relay-text.go
@@ -202,12 +202,20 @@ func relayTextHelper(c *gin.Context, relayMode int) *OpenAIErrorWithStatusCode {
 	var completionTokens int
 	switch relayMode {
 	case RelayModeChatCompletions:
-		messages, err := textRequest.TextMessages()
-		if err != nil {
-			return errorWrapper(err, "parse_text_messages_failed", http.StatusBadRequest)
+		// first try to parse as text messages
+		if messages, err := textRequest.TextMessages(); err != nil {
+			// then try to parse as vision messages
+			if messages, err := textRequest.VisionMessages(); err != nil {
+				return errorWrapper(err, "parse_text_messages_failed", http.StatusBadRequest)
+			} else {
+				// vision message
+				if promptTokens, err = countVisonTokenMessages(messages, textRequest.Model); err != nil {
+					return errorWrapper(err, "count_token_messages_failed", http.StatusInternalServerError)
+				}
+			}
+		} else {
+			promptTokens = countTokenMessages(messages, textRequest.Model)
 		}
-
-		promptTokens = countTokenMessages(messages, textRequest.Model)
 	case RelayModeCompletions:
 		promptTokens = countTokenInput(textRequest.Prompt, textRequest.Model)
 	case RelayModeModerations:
diff --git a/controller/relay-utils.go b/controller/relay-utils.go
index 407d876b..0538aad7 100644
--- a/controller/relay-utils.go
+++ b/controller/relay-utils.go
@@ -1,15 +1,22 @@
 package controller
 
 import (
+	"bytes"
+	"encoding/base64"
 	"encoding/json"
 	"fmt"
-	"github.com/gin-gonic/gin"
-	"github.com/pkoukk/tiktoken-go"
+	"image/jpeg"
+	"image/png"
 	"io"
+	"math"
 	"net/http"
 	"one-api/common"
 	"strconv"
 	"strings"
+
+	"github.com/Laisky/errors/v2"
+	"github.com/gin-gonic/gin"
+	"github.com/pkoukk/tiktoken-go"
 )
 
 var stopFinishReason = "stop"
@@ -65,6 +72,53 @@ func getTokenNum(tokenEncoder *tiktoken.Tiktoken, text string) int {
 	return len(tokenEncoder.Encode(text, nil, nil))
 }
 
+// CountVisionImageToken count vision image tokens
+//
+// https://openai.com/pricing
+func CountVisionImageToken(cnt []byte, resolution VisionImageResolution) (int, error) {
+	width, height, err := imageSize(cnt)
+	if err != nil {
+		return 0, errors.Wrap(err, "get image size")
+	}
+
+	switch resolution {
+	case VisionImageResolutionLow:
+		return 85, nil // fixed price
+	case VisionImageResolutionHigh:
+		h := math.Ceil(float64(height) / 512)
+		w := math.Ceil(float64(width) / 512)
+		n := w * h
+		total := 85 + 170*n
+		return int(total), nil
+	default:
+		return 0, errors.Errorf("unsupport resolution %q", resolution)
+	}
+}
+
+func imageSize(cnt []byte) (width, height int, err error) {
+	contentType := http.DetectContentType(cnt)
+	switch contentType {
+	case "image/jpeg", "image/jpg":
+		img, err := jpeg.Decode(bytes.NewReader(cnt))
+		if err != nil {
+			return 0, 0, errors.Wrap(err, "decode jpeg")
+		}
+
+		bounds := img.Bounds()
+		return bounds.Dx(), bounds.Dy(), nil
+	case "image/png":
+		img, err := png.Decode(bytes.NewReader(cnt))
+		if err != nil {
+			return 0, 0, errors.Wrap(err, "decode png")
+		}
+
+		bounds := img.Bounds()
+		return bounds.Dx(), bounds.Dy(), nil
+	default:
+		return 0, 0, errors.Errorf("unsupport image content type %q", contentType)
+	}
+}
+
 func countTokenMessages(messages []Message, model string) int {
 	tokenEncoder := getTokenEncoder(model)
 	// Reference:
@@ -95,6 +149,51 @@ func countTokenMessages(messages []Message, model string) int {
 	return tokenNum
 }
 
+func countVisonTokenMessages(messages []VisionMessage, model string) (int, error) {
+	tokenEncoder := getTokenEncoder(model)
+	// Reference:
+	// https://github.com/openai/openai-cookbook/blob/main/examples/How_to_count_tokens_with_tiktoken.ipynb
+	// https://github.com/pkoukk/tiktoken-go/issues/6
+	//
+	// Every message follows <|start|>{role/name}\n{content}<|end|>\n
+	var tokensPerMessage int
+	var tokensPerName int
+	if model == "gpt-3.5-turbo-0301" {
+		tokensPerMessage = 4
+		tokensPerName = -1 // If there's a name, the role is omitted
+	} else {
+		tokensPerMessage = 3
+		tokensPerName = 1
+	}
+	tokenNum := 0
+	for _, message := range messages {
+		tokenNum += tokensPerMessage
+		switch message.Content.Type {
+		case OpenaiVisionMessageContentTypeText:
+			tokenNum += getTokenNum(tokenEncoder, message.Content.Text)
+		case OpenaiVisionMessageContentTypeImageUrl:
+			imgblob, err := base64.StdEncoding.DecodeString(strings.TrimPrefix(message.Content.ImageUrl.URL, "data:image/jpeg;base64,"))
+			if err != nil {
+				return 0, errors.Wrap(err, "failed to decode base64 image")
+			}
+
+			if imgtoken, err := CountVisionImageToken(imgblob, message.Content.ImageUrl.Detail); err != nil {
+				return 0, errors.Wrap(err, "failed to count vision image token")
+			} else {
+				tokenNum += imgtoken
+			}
+		}
+
+		tokenNum += getTokenNum(tokenEncoder, message.Role)
+		if message.Name != nil {
+			tokenNum += tokensPerName
+			tokenNum += getTokenNum(tokenEncoder, *message.Name)
+		}
+	}
+	tokenNum += 3 // Every reply is primed with <|start|>assistant<|message|>
+	return tokenNum, nil
+}
+
 func countTokenInput(input any, model string) int {
 	switch input.(type) {
 	case string:
diff --git a/controller/relay.go b/controller/relay.go
index 5d41d10b..0ca66190 100644
--- a/controller/relay.go
+++ b/controller/relay.go
@@ -105,7 +105,7 @@ func (r *GeneralOpenAIRequest) TextMessages() (messages []Message, err error) {
 	if blob, err := json.Marshal(r.Messages); err != nil {
 		return nil, errors.Wrap(err, "marshal messages failed")
 	} else if err := json.Unmarshal(blob, &messages); err != nil {
-		return nil, errors.Wrap(err, "unmarshal messages failed")
+		return nil, errors.Wrapf(err, "unmarshal messages failed %q", string(blob))
 	} else {
 		return messages, nil
 	}